diff --git a/assets/bibfiles/books.bib b/assets/bibfiles/books.bib new file mode 100644 index 000000000..91d155421 --- /dev/null +++ b/assets/bibfiles/books.bib @@ -0,0 +1,451 @@ + +@Book{CampsValls21wiley, +Title = {Deep learning for the Earth Sciences: A comprehensive approach to remote sensing, climate science and geosciences}, +Author = {Gustau Camps-Valls, Devis Tuia, Xiao Xiang Zhu, Markus Reichstein (Editors)}, +Publisher = {Wiley \& Sons}, +isbn = {9781119646143}, +url = {https://github.com/DL4ES}, +project = {SEDAL,USMILE}, +Year = {2021} +} + +@article{adsuara2021learning, + title={Learning Unsupervised Feature Representations of Remote Sensing Data with Sparse Convolutional Networks}, + author={Adsuara, Jose E and Campos-Taberner, Manuel and Garc{\'\i}a-Haro, Javier and Gatta, Carlo and Romero, Adriana and Camps-Valls, Gustau}, + journal={Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences}, + pages={13--23}, + year={2021}, + publisher={Wiley Online Library} +} +@article{mateo2021generative, + title={Generative Adversarial Networks in the Geosciences}, + author={Mateo-Garc{\'\i}a, Gonzalo and Laparra, Valero and Requena-Mesa, Christian and G{\'o}mez-Chova, Luis}, + journal={Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences}, + pages={24--36}, + year={2021}, + publisher={Wiley Online Library} +} +@InCollection{CampsValls21wsp, +Title = {Perspective on Deep Learning for Earth Sciences}, +Author = {Camps-Valls, Gustau}, +Booktitle = {Generalization with Deep Learning: for Improvement on Sensing Capability}, +Editor = {Zhenghua Chen, Xiaoli Li, Min Wu}, + pages={159--173}, +isbn = {978-9811218835}, +Publisher = {World Scientific Pub Co Inc}, +project = {SEDAL,USMILE}, +Year = {2021} +} + +@InCollection{Reichstein21crc, +Title = {Combining system modeling and machine learning into hybrid ecosystem modeling}, +Author = {Reichstein, M. and Ahrens, B. and Kraft, B. and Camps-Valls, G. and Carvalhais, N. and Gans, F. and Gentine, P. and Winkler, A.J.}, +Booktitle = {Science-guided Machine Learning: Emerging Trends in Combining Scientific Knowledge with Data-driven Methods}, +Editor = {Anuj Karpatne, Ramakrishnan Kanan, and Vipin Kumar}, + pages={}, +isbn = {}, +Publisher = {Data Mining and Knowledge Discovery Series. CRC Press}, +project = {USMILE}, +Year = {2021} +} +@article{van2022intelligent, + title={Intelligent Learning Management Systems: Overview and Application in Mathematics Education}, + author={Van Vaerenbergh, Steven and P{\'e}rez-Suay, Adri{\'a}n}, + journal={Strategy, Policy, Practice, and Governance for AI in Higher Education Institutions}, + pages={206--232}, + year={2022}, + publisher={IGI Global} +} + +@incollection{CAMPSVALLS2020333, +title = "Statistical biophysical parameter retrieval and emulation with Gaussian processes", +editor = "José Manuel Amigo", +series = "Data Handling in Science and Technology", +publisher = "Elsevier", +volume = "32", +pages = "333 - 368", +year = "2020", +booktitle = "Hyperspectral Imaging", +issn = "0922-3487", +doi = "https://doi.org/10.1016/B978-0-444-63977-6.00015-8", +url = "http://www.sciencedirect.com/science/article/pii/B9780444639776000158", +author = "Gustau Camps-Valls and Luis Gómez-Chova and Valero Laparra and Luca Martino and Gonzalo Mateo-García and Jordi Muñoz-Marí and Daniel H. Svendsen and Jochem Verrelst", +keywords = "Bayesian Inference, Earth observation, Earth Observing System, Emulation, Fractional vegetation cover, Gaussian process, Linear model of coregionalization, Machine Learning, Model Inversion, Parameter Retrieval, Radiative transfer model", +abstract = "Earth observation from satellites poses challenging problems where machine learning is being widely adopted as a key player. Perhaps the most challenging scenario that we are facing nowadays is to provide accurate estimates of particular variables of interest characterizing the Earth's surface. This chapter introduces some recent advances in statistical bio-geophysical parameter retrieval from satellite data. In particular, we will focus on Gaussian process regression (GPR) that has excelled in parameter estimation as well as in modeling complex radiative transfer processes. GPR is based on solid Bayesian statistics and generally yields efficient and accurate parameter estimates, accompanied by confidence intervals for the estimations. We will first review the standard application of GPs for parameter retrieval and inverse modeling, which is based on regressing the parameter of interest on the concurrent observations. Secondly, noting that very often several parameters need to be estimated simultaneously, we review the field of multioutput GPR and illustrate its application in gap filling of multiple time series of parameters. The third GP modeling that we review here is that of combining real and simulated data. Very often a forward model encoding the well-understood physical relations is available. Inverting the model with GP is a standard practice known as hybrid modeling. In addition, we review a joint GP (JGP) model that combines both in situ measurements and simulated data in a single GP model and allows us to transfer information across spatial, temporal, and land cover modalities such as different crops. In recent years, forced by the data deluge, a plethora of large-scale GP models were introduced. We review recent advances and illustrate their performance for the estimation of surface temperature from infrared sounding data. Finally, we take a reversed pathway and focus on mimicking physical models with GPs. We present an automatic emulation scheme that approximates the forward physical model via interpolation, reducing the number of necessary nodes. Empirical evidence of the performance of these models will be presented through illustrative examples of land and vegetation monitoring.", +project = {SEDAL}, +} + +@InCollection{CampsValls20springer, +Title = {Machine Learning Methods for Spatial and Temporal Parameter Estimation}, +Author = {Álvaro Moreno-Martínez and Maria Piles and Jordi Muñoz-Marí and Manuel Campos-Taberner and Jose E. Adsuara and Anna Mateo and Adrián Pérez-Suay and Francisco Javier García-Haro and Gustau Camps-Valls}, +Booktitle = {Hyperspectral Image Analysis - Advances in Machine Learning and Signal Processing: In Series `Advances in Computer Vision and Pattern Recognition'}, +Editor = {Saurabh Prasad and Jocelyn Chanussot}, +Publisher = {Springer-Verlag}, +Year = {2020}, +project = {SEDAL}, +} + + +@InCollection{Verrelst18springerchapter, +Title = {Quantitative land vegetation products of imaging spectroscopy: a review on retrieval methods}, +Author = {Jochem Verrelst and Zbynek Malenovsky and Christiaan Van der Tol and Gustau Camps-Valls and Jean-Philippe Gastellu-Etchegorry and Philip Lewis and Peter North and Jose Moreno}, +Publisher = {Springer-Verlag}, +Year = {2018}, +project = {SEDAL}, +} + +@InCollection{Izquierdo17elsevier, +Title = {Feature extraction in Earth Observation Data Processing}, +Author = {Izquierdo, E. and Laparra, V. and Muñoz-Marí, J. and Gómez-Chova, L and Camps-Valls, Gustau}, +Booktitle = {Comprehensive Remote Sensing}, +Publisher = {Elsevier}, +project = {SEDAL}, +Year = {2017} +} + +@InCollection{Monte17Luca, +Title = {Metropolis Sampling}, +Author = {Martino, L and Elvira, V}, +Booktitle = {Wiley StatsRef: Statistics Reference Online}, +Publisher = {Wiley \& Sons}, +Year = {2017}, +Doi = {http://dx.doi.org/10.1002/9781118445112.stat03876.pub2}, +} + +@Book{moser:hal-01419170, +Title = {Mathematical Models for Remote Sensing Image Processing: +Models and Methods for the Analysis of 2D Satellite and Aerial Images}, +Author = {Moser, Gabriele and Zerubia, Josiane}, +Publisher = {{Springer}}, +Year = {2017}, +} + +@Book{Rojo18dspkm, +Title = {Digital Signal Processing with Kernel Methods}, +Author = {Rojo-Álvarez, J.L. and Martínez-Ramón, M. and Muñoz-Marí, J. and Camps-Valls, G.}, +Publisher = {Wiley \& Sons}, +Year = {2018}, +Address = {UK}, +Month = {Apr}, +Code = {https://github.com/DSPKM}, +ISBN = {978-1118611791}, +Url = {https://www.wiley.com/en-es/Digital+Signal+Processing+with+Kernel+Methods-p-9781118611791}, +project = {SEDAL}, +} + +@InCollection{Tuia17review, +Title = {Advances in Kernel Machines for Image Classification and Biophysical Parameter Retrieval}, +Author = {Tuia, D. and Volpi, M. and Verrelst, J. and Camps-Valls, G.}, +Booktitle = {{Mathematical Models for Remote Sensing Image Processing: Models and Methods for the Analysis of 2D Satellite and Aerial Images}}, +Publisher = {Springer Verlag}, +Year = {2017}, +Number = {1}, +Pages = {1-1}, +Volume = {1}, +project = {SEDAL}, +} + +@InCollection{Ruiz13, +Title = {Interactive Pansharpening and Active Classification in Remote Sensing}, +Author = {Ruiz, Pablo and Mateos, Javier and Camps-Valls, Gustavo and Molina, Rafael and Katsaggelos, Aggelos K.}, +Booktitle = {Multimodal Interaction in Image and Video Applications}, +Publisher = {Springer Berlin Heidelberg}, +Year = {2013}, +Pages = {67-81}, +Series = {Intelligent Systems Reference Library}, +Volume = {48}, +Doi = {10.1007/978-3-642-35932-3_5}, +ISBN = {978-3-642-35931-6}, +Url = {http://dx.doi.org/10.1007/978-3-642-35932-3_5} +} + +@Book{Camps-Valls:2011:RSI:2207963, +Title = {Remote Sensing Image Processing}, +Author = {Camps-Valls, Gustavo and Tuia, Devis and Gómez-Chova, Luis and Jiménez, Sandra and Malo, Jess}, +Publisher = {Morgan \& Claypool Publishers}, +Year = {2011}, +Edition = {1st}, +ISBN = {1608458199, 9781608458196} +} + +@InCollection{GomezChova11review, +Title = {A Review of Kernel Methods in Remote Sensing Data Analysis}, +Author = {Gómez-Chova, Luis and Muñoz-Marí, Jordi and Laparra, Valero and Malo-López, Jesús and Camps-Valls, Gustavo}, +Booktitle = {Optical Remote Sensing -- Advances in Signal Processing and Exploitation Techniques}, +Publisher = {Springer Berlin Heidelberg}, +Year = {2011}, +Editor = {Prasad, Saurabh and Bruce, Lori M. and Chanussot, Jocelyn}, +Pages = {171-206}, +Series = {Augmented Vision and Reality}, +Volume = {3}, +Doi = {10.1007/978-3-642-14212-3_10}, +ISBN = {978-3-642-14211-6}, +Url = {http://dx.doi.org/10.1007/978-3-642-14212-3_10} +} + +@InCollection{Rojo11kmecg, +Title = {A Review of Kernel Methods in ECG Signal Classification}, +Author = {Rojo-Álvarez, J. L. and Camps-Valls, G. and Caamaño-Fernández, F. and Guerrero-Martínez, J. F.}, +Booktitle = {ECG Signal Processing, Classification and Interpretation: A Comprehensive Framework of Computational Intelligence}, +Publisher = {Springer-Verlag}, +Year = {2011}, + +Address = {Germany}, +Editor = {Gacek, A. and Pedrycz, W.}, +Pages = {194-218} +} + +@InCollection{Camps09bioinfo, +Title = {Bioinformatics and Computational Biology}, +Author = {Camps-Valls, G. and Chalk, A. M.}, +Booktitle = {Encyclopedia of Data Warehousing and Mining (2 Volumes), 2nd edition}, +Publisher = {Idea Group Inc.}, +Year = {2009}, + +Address = {{Hershey, PA (USA)}}, +Editor = {John Wang}, +Month = {Jan}, + +ISBN = {1-59140-557-2}, +Url = {http://www.irma-international.org/} +} + +@InCollection{Camps09introKM, +Title = {An Introduction to Kernel Methods}, +Author = {Camps-Valls, G. and Martínez-Ramón, M. and Rojo-Álvarez, J. L.}, +Booktitle = {Encyclopedia of Data Warehousing and Mining (2 Volumes), 2nd edition}, +Publisher = {Idea Group Inc.}, +Year = {2009}, + +Address = {{Hershey, PA (USA)}}, +Editor = {John Wang}, +Month = {Jan}, + +ISBN = {1-59140-557-2}, +Url = {http://www.irma-international.org/} +} + +@InCollection{Camps09survey, +Title = {Applications of Kernel Methods}, +Author = {Camps-Valls, G. and Martínez-Ramón, M. and Rojo-Álvarez, J. L.}, +Booktitle = {Encyclopedia of Data Warehousing and Mining (2 Volumes), 2nd edition}, +Publisher = {Idea Group Inc.}, +Year = {2009}, + +Address = {{Hershey, PA (USA)}}, +Editor = {John Wang}, +Month = {Jan}, + +ISBN = {1-59140-557-2}, +Url = {http://www.irma-international.org/} +} + +@Book{CampsValls09wiley, +Title = {Kernel methods for Remote Sensing Data Analysis}, +Author = {Camps-Valls, G. and Bruzzone, L.}, +Editor = {Camps-Valls, G. and Bruzzone, L.}, +Publisher = {Wiley \& Sons}, +Year = {2009}, +Address = {UK}, +Month = {Dec}, +ISBN = {978-0-470-72211-4} +} + +@InCollection{GomezChova09wiley, +Title = {Kernel Mean for Semi-supervised Remote Sensing Image Classification}, +Author = {Gómez-Chova, L. and Calpe-Maravilla, J. and Bruzzone, L. and Camps-Valls, G.}, +Booktitle = {Kernel methods for Remote Sensing Data Analysis}, +Publisher = {Wiley \& Sons}, +Year = {2009}, + +Address = {UK}, +Editor = {Camps-Valls, G. and Bruzzone, L.}, + +ISBN = {978-0-470-72211-4} +} + +@InCollection{Munoz09b, +Title = {Parallel Implementation of SVM in Earth Observation Applications}, +Author = {Muñoz, J. and Plaza, A. and Gualtieri, J.A. and Camps-Valls, G.}, +Booktitle = {Parallel Programming and Applications in Grid, P2P and Networking systems}, +Publisher = {IOS Press}, +Year = {2009}, + +Address = {UK}, +Editor = {F. Xhafa}, +Pages = {292-312}, + +ISBN = {978-1-60750-004-9} +} + +@InCollection{Munoz09wiley, +Title = {Multi-temporal Image Classification and Change Detection with Kernels}, +Author = {Muñoz-Marí, J. and Gómez-Chova, L. and Calpe-Maravilla, J. and Camps-Valls, G.}, +Booktitle = {Kernel methods for Remote Sensing Data Analysis}, +Publisher = {Wiley \& Sons}, +Year = {2009}, + +Address = {UK}, +Editor = {Camps-Valls, G. and Bruzzone, L.}, + +ISBN = {978-0-470-72211-4} +} + +@InCollection{Sancho09, +Title = {Hybrid Genetic Algorithms in Data Mining Applications}, +Author = {Salcedo, S. and Camps-Valls, G. and Bousoño-Calzón, C.}, +Booktitle = {Encyclopedia of Data Warehousing and Mining (2 Volumes), 2nd edition}, +Publisher = {Idea Group Inc.}, +Year = {2009}, + +Address = {{Hershey, PA (USA)}}, +Editor = {John Wang}, +Month = {Jan}, + +ISBN = {1-59140-557-2}, +Url = {http://www.igi-global.com/} +} + +@InCollection{CampsValls07springer, +Title = {Classification of Satellite Images with Regularized {A}da{B}oosting of {RBF} Neural Networks}, +Author = {Camps-Valls, G. and Rodrigo-González, A.}, +Booktitle = {Speech, Audio, Image and Biomedical Signal Processing using Neural Networks}, +Publisher = {Springer-Verlag}, +Year = {2008}, + +Address = {Germany}, +Editor = {Bhanu Prasad and S. R. Mahadeva Prasanna}, +Pages = {307-326}, + +ISBN = {978-3-540-75397-1} +} + +@InCollection{CampsValls08shaker, +Title = {Kernel Machines in Remote Sensing Image Classification}, +Author = {Camps-Valls, G. and Muñoz-Marí, J. and Gómez-Chova, L. and Calpe-Maravilla, J.}, +Booktitle = {Intelligent Systems: Techniques and Applications}, +Publisher = {Shaker Publishing}, +Year = {2008}, + +Address = {Maastrich, The Netherlands}, +Editor = {Evor Hines and Manel Martínez-Ramón and Matteo Pardo and Eduard Llobet and Mark Leeson and Daciana Iliescu and Jianhua Yang eds.}, +Pages = {199-222}, + +ISBN = {978-90-423-0345-4} +} + +@InCollection{Rojo08shaker, +Title = {Learning the Relevant Features of Ventricular Fibrillation from Automatic Detection Algorithms}, +Author = {Alonso-Atienza, F. and Rosado-Muñoz, A. and Rojo-Álvarez, J. L. and Camps-Valls, G.}, +Booktitle = {Intelligent Systems: Techniques and Applications}, +Publisher = {Shaker Publishing}, +Year = {2008}, + +Address = {Maastrich, The Netherlands}, +Editor = {Evor Hines and Manel Martínez-Ramón and Matteo Pardo and Eduard Llobet and Mark Leeson and Daciana Iliescu and Jianhua Yang eds.}, +Pages = {505-534}, + +ISBN = {978-90-423-0345-4} +} + +@InCollection{Bruzzone07, +Title = {Hyperspectral Image Classification with Kernels}, +Author = {Bruzzone, L. and Gómez-Chova, L. and Marconcini, M. and Camps-Valls, G.}, +Booktitle = {Kernel Methods in Bioengineering, Signal and Image Processing}, +Publisher = {Idea Group Inc.}, +Year = {2007}, + +Address = {{Hershey, PA (USA)}}, +Editor = {Camps-Valls, G. and Rojo-Álvarez, J. L. and Martínez-Ramón, M.}, +Month = {Nov.}, + +ISBN = {1-559904-042-5}, +Url = {http://www.igi-global.com/} +} + +@Book{CampsValls07a, +Title = {Kernel Methods in Bioengineering, Signal and Image Processing}, +Author = {Camps-Valls, G. and Rojo-Álvarez, J. L. and Martínez-Ramón, M.}, +Publisher = {Idea Group Publishing}, +Year = {2007}, + +Address = {Hershey, PA (USA)}, +Month = {Nov}, + +ISBN = {1-559904-042-5} +} + +@InCollection{Gutierrez07, +Title = {Perceptual Image Representations for Support Vector Machine Image Coding}, +Author = {Gutiérrez, J. and Gómez-Pérez, G. and Malo, J. and Camps-Valls, G.}, +Booktitle = {Kernel Methods in Bioengineering, Signal and Image Processing}, +Publisher = {Idea Group Inc.}, +Year = {2007}, + +Address = {{Hershey, PA (USA)}}, +Editor = {Camps-Valls, G. and Rojo-Álvarez, J. L. and Martínez-Ramón, M.}, +Month = {Nov.}, + +ISBN = {1-559904-042-5}, +Url = {http://www.igi-global.com/} +} + +@InCollection{Rojo07, +Title = {Discrete time signal processing framework with Support Vector Machines}, +Author = {Rojo-Álvarez, J. L. and Martínez-Ramón, M. and and Camps-Valls, G. and Martínez, C. E. and Figuera, C.}, +Booktitle = {Kernel Methods in Bioengineering, Signal and Image Processing}, +Publisher = {Idea Group Inc.}, +Year = {2007}, + +Address = {{Hershey, PA (USA)}}, +Editor = {Camps-Valls, G. and Rojo-Álvarez, J. L. and Martínez-Ramón, M.}, +Month = {Nov.}, + +ISBN = {1-559904-042-5}, +Url = {http://www.igi-global.com/} +} + +@InCollection{CampsValls06next, +Title = {Neural Networks in {ECG} classification: what is next in adaptive systems?}, +Author = {G. Camps-Valls and J. F. Guerrero-Martínez}, +Booktitle = {Neural Networks in Healthcare: Potential and Challenges}, +Publisher = {Idea Group Inc.}, +Year = {2006}, + +Address = {Hershey, PA, USA}, +Editor = {J. Kamruzzaman and R. K. Begg and R. A. Sarker}, +Pages = {81-104}, + +ISBN = {1-59140-848-2}, +Url = {http://www.igi-global.com/} +} + +@InCollection{CampsValls06tdm_begg, +Title = {Neural and kernel methods for Therapeutic Drug Monitoring}, +Author = {G. Camps-Valls and J. D. Martín-Guerrero}, +Booktitle = {Neural Networks in Healthcare: Potential and Challenges}, +Publisher = {Idea Group Inc.}, +Year = {2006}, + +Address = {Hershey, PA, USA}, +Editor = {J. Kamruzzaman and R. K. Begg and R. A. Sarker}, +Pages = {231-268}, + +ISBN = {1-59140-848-2}, +Url = {http://www.igi-global.com/} +} + +@InCollection{CampsValls06uab, +Title = {Hyperspectral Kernel Classifiers}, +Author = {Camps-Valls, G. and Gómez-Chova, L. and Calpe-Maravilla, J. and Muñoz-Marí, J. and Martín-Guerrero, J. D. and Alonso-Chordá, L. and Moreno, J.}, +Booktitle = {Pattern Recognition: Progress, Directions and Applications}, +Publisher = {Computer Vision Center, Universitat Autònoma de Barcelona}, +Year = {2006}, + +Address = {Barcelona, Spain}, +Editor = {F. Pla, P. Radeva, J. Vitrià}, +Pages = {75-94}, + +ISBN = {84-933652-6-2} +} + diff --git a/assets/bibfiles/conferences.bib b/assets/bibfiles/conferences.bib new file mode 100644 index 000000000..4e691b03b --- /dev/null +++ b/assets/bibfiles/conferences.bib @@ -0,0 +1,5147 @@ +@inproceedings{cohrs2023large, + title={Large Language Models for Constrained-Based Causal Discovery}, + author={Cohrs, Kai-Hendrik and Diaz, Emiliano and Sitokonstantinou, Vasileios and Varando, Gherardo and Camps-Valls, Gustau}, + booktitle={AAAI 2024 Workshop on''Are Large Language Models Simply Causal Parrots?''}, + year={2023} +} + +@inproceedings{tsoumas23neurips, + title = {{Causality and Explainability for Trustworthy Integrated Pest Management}}, + author={Tsoumas, Ilias and Sitokonstantinou, Vasileios and Giannarakis, Georgios and Lampiri, Evagelia and Athanassiou, Christos and Camps-Valls, Gustau and Kontoes, Charalampos and Athanasiadis, Ioannis}, + year = 2023, + booktitle = {NeurIPS 2023 Workshop: Tackling Climate Change with Machine Learning}, + arxiv = {https://arxiv.org/abs/2312.04343} +} +@article{tsoumas2023causality, + title={Causality and Explainability for Trustworthy Integrated Pest Management}, + year={2023} +} + +@inproceedings{varando2023cms, + title={{Learning Causal Representations with Granger Rotated PCA}}, + author={Gherardo Varando, Homer Durand, Miguel-Angel Fernandez-Torres, Jordi Munoz-Mari, Maria Piles, Gustau Camps-Valls}, + booktitle={16th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2023)}, + year={2023}, + month = {Dec}, + date = {Dec, 16-18, 2023}, + address = {Berlin, Germany}, + web = {http://www.cmstatistics.org/CMStatistics2023/index.php}, + publisher={CMS} +} +@inproceedings{martinez2023exploring, + title={Exploring Generalisability of Self-Distillation with No Labels for SAR-Based Vegetation Prediction}, + author={Mart{\'\i}nez-Ferrer, Laura and Jungbluth, Anna and Gallego-Mejia, Joseph A and Allen, Matt and Dorr, Francisco and Kalaitzis, Freddie and Ramos-Poll{\'a}n, Ra{\'u}l}, + arxiv={https://arxiv.org/abs/2310.02048}, + year={2023} +} +@inproceedings{allen2023large, + title={Large Scale Masked Autoencoding for Reducing Label Requirements on SAR Data}, + author={Allen, Matt and Dorr, Francisco and Gallego-Mejia, Joseph A and Mart{\'\i}nez-Ferrer, Laura and Jungbluth, Anna and Kalaitzis, Freddie and Ramos-Poll{\'a}n, Ra{\'u}l}, + arxiv={https://arxiv.org/abs/2310.00826}, + year={2023} +} +@inproceedings{allen2023fewshot, + title={Fewshot learning on global multimodal embeddings for earth observation tasks}, + author={Allen, Matt and Dorr, Francisco and Gallego-Mejia, Joseph A and Mart{\'\i}nez-Ferrer, Laura and Jungbluth, Anna and Kalaitzis, Freddie and Ramos-Poll{\'a}n, Ra{\'u}l}, + arxiv={https://arxiv.org/abs/2310.00119}, + year={2023} +} +@inproceedings{jm23wrcp, + title={{Causal and explainable machine-learning models for hazard-induced displacement}}, + author={Jose M. Tarraga, Eva Sevillano, Jordi Munoz-Mari, Maria Piles, Gustau Camps-Valls}, + booktitle={World Climate Research Program}, + year={2023}, + month = {Dec}, + date = {Oct, 23-27, 2023}, + address = {Kigali, Rwanda}, + web = {https://wcrp-osc2023.org/}, + publisher={WRCP} +} +@inproceedings{cerda23wrcp, + title={{Understanding food insecurity in Africa through data-driven causal inference methods}}, + author={Jordi Cerdà, Jose M. Tarraga, Eva Sevillano, Jordi Munoz-Mari, Maria Piles, Gustau Camps-Valls}, + booktitle={World Climate Research Program}, + year={2023}, + month = {Dec}, + date = {Oct, 23-27, 2023}, + address = {Kigali, Rwanda}, + web = {https://wcrp-osc2023.org/}, + pdf = {https://isp.uv.es/slides/wcrp23_poster_food_insecurity.pdf}, + arxiv = {https://arxiv.org/pdf/2310.11287.pdf}, + publisher={WRCP} +} +@inproceedings{pellicer2023esa, + title={{Explainable Artificial Intelligence for Extreme Event Forecasting on Sentinel-2}}, + author={Oscar J. Pellicer-Valero, Miguel Ángel Fernández-Torres, Gustau Camps-Valls}, + booktitle={EC-ESA Joint Earth System Science Initiative}, + year={2023}, + month = {Nov}, + date = {Nov, 22-24, 2023}, + address = {Frascati, Italy}, + web = {https://essi2023.esa.int/}, + publisher={ESA} +} + +@inproceedings{gu2023biomass, + title={Biomass loss caused by wind disturbances in Amazonia}, + author={Gu, Rong-Yu and Devadoss, Jashvina and Ciais, Philippe and Wigneron, Jean-Pierre and Piles, Maria and Leung, Ruby and Feng, Zhe and Chambers, Jeffrey Q and Feng, Yanlei and Gentine, Pierre}, + booktitle={AGU23}, + year={2023}, + date = {Dec, 11-15, 2023}, + address = {San Francisco, USA}, + publisher={American Geophysical Union (AGU)} +} +@inproceedings{dominguez23agu, + title={Using Remote Sensing Observations to Infer Rooting Depth in the Amazon}, + author={Francina Dominguez, Carolina A Bieri and Maria Piles}, + journal={AGU23}, + year={2023}, + date = {Dec, 11-15, 2023}, + address = {San Francisco, USA}, + publisher={American Geophysical Union (AGU)} +} +@inproceedings{mohit23agu, + title={Insights into weather-driven forest mortality with a cross-modal transformer}, + author={Mohit Anand, Lily-belle Sweet, Gustau Camps-Valls, Friedrich J. Bohn, Rico Fischer, Andreas Huth and Jakob Zscheischler}, + booktitle={AGU23}, + year={2023}, + date = {Dec, 11-15, 2023}, + address = {San Francisco, USA}, + publisher={American Geophysical Union (AGU)} +} + +@inproceedings{jm23agu, + title={Causal and Explainable Machine learning to understand disaster-induced displacement}, + author={José María Tárraga, Michele Ronco, Eva Sevillano Marco, Gustau Camps-Valls, Maria Teresa Miranda, Jordi Muñoz, Maria Piles and Jordi Cerdá}, + booktitle={AGU23}, + year={2023}, + date = {Dec, 11-15, 2023}, + address = {San Francisco, USA}, + publisher={American Geophysical Union (AGU)} +} + +@inproceedings{cerda2023evaluating, + title={Evaluating the Impact of Humanitarian Aid on Food Security}, + author={Cerd{\`a}-Bautista, Jordi and T{\'a}rraga, Jos{\'e} Mar{\'\i}a and Sitokonstantinou, Vasileios and Camps-Valls, Gustau}, + journal={https://arxiv.org/abs/2310.11287}, + year={2023} +} +@inproceedings{gulsen23whispers, + title = {{A Scalable Unsupervised Feature Selection With Orthogonal Graph Representation for Hyperspectral Images}}, + author = {Gulsen Taskin, E. Fatih Yetkin and Gustau Camps}, + year = 2023, + booktitle = {Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing. IEEE WHISPERS 2023}, + address = {Athens, Greece}, + pages = {1--4}, + date = {Oct 31 - Nov 02 2023}, + organization = {IEEE} +} +@inproceedings{vicent23earsl, + title = {{Multi-fidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models}}, + author = {Vicent Servera, Jorge and Martino, Luca and Verrelst, Jochem and Camps-Valls, Gustau}, + year = 2023, + booktitle = {13th EARSeL Workshop on Imaging Spectroscopy}, + address = {València}, + pages = 1, + organization = {EARSL} +} +@inproceedings{ronco23iugg, + title = {{Wildfire prediction and understanding with deep learning}}, + author = {Michele Ronco, Spyros Kondylatos, Ioannis Prapas, Ioannis Papoutsis, Gustau Camps-Valls, María Piles, Miguel-Ángel Fernández-Torres, Rackhun Son, Nuno Carvalhais}, + year = 2023, + booktitle = {IUGG 2023, AI for Natural Hazards and Disaster Management}, + address = {Berlin, Germany}, + pages = 1, + organization = {IUGG} +} +@inproceedings{papoutsis23iced, + title = {{Earth observation as a tool to assess climate migration and policy-making: legal aspects}}, + author = {Anthi Koskina, Manolis Plionis, Ioannis Papoutsis and Gustau Camps-Valls}, + year = 2023, + booktitle = {ICED2023, 4th International Conference on Environmental Design, ICED2023}, + address = {Athens, Greece}, + pages = {1--6}, + organization = {ICED} +} +@inproceedings{achaibou2023guided, + title = {{Guided Depth Completion Using Active Infrared Images in Time of Flight Systems}}, + author = {Achaibou, Amina and Sanmart{\'\i}n-Vich, Nofre and Pla, Filiberto and Calpe, Javier}, + year = 2023, + booktitle = {Iberian Conference on Pattern Recognition and Image Analysis}, + pages = {323--335}, + organization = {Springer} +} +@inproceedings{camps23iahr, + title = {{AI for the Earth sciences}}, + author = {Gustau Camps-Valls}, + year = 2023, + booktitle = {IAHR World Congress 2023}, + address = {Vienna, Austria}, + volume = {}, + pdf = {http://isp.uv.es/slides/iahr23_AI4Earth_25min_v3.pdf}, + editor = {}, + organization = {} +} +@inproceedings{camps23acai, + title = {{Machine learning for modeling and understanding the Earth system}}, + author = {Gustau Camps-Valls}, + year = 2023, + booktitle = {Summer school, ESSAI/ACAI 2023}, + address = {Ljubljana, Slovenia}, + volume = {}, + pdf = {http://isp.uv.es/slides/gustau_ml4earth_26_07_2023_3h.pdf}, + editor = {}, + organization = {} +} +@inproceedings{camps23ibpria, + title = {{AI for Sustainable Earth Sciences}}, + author = {Gustau Camps-Valls}, + year = 2023, + booktitle = {IbPRIA 2023}, + address = {Alacant}, + volume = {}, + pdf = {http://isp.uv.es/slides/IBPRIA23_AI4Sustainability_45min.pdf}, + editor = {}, + organization = {} +} +@inproceedings{kondylatos2023mesogeos, + title = {{Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean}}, + author = {Spyros Kondylatos and Ioannis Prapas and Gustau Camps-Valls and Ioannis Papoutsis}, + year = 2023, + booktitle = {Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track, NeurIPS 2023}, + arxiv = {https://arxiv.org/abs/2306.05144} +} +@misc{Prapas2023televit, + title = {{TeleViT: Teleconnection-driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting}}, + author = {Ioannis Prapas, Nikolaos Ioannis Bountos, Spyros Kondylatos, Dimitrios Michail, Gustau Camps-Valls, Ioannis Papoutsis}, + year = 2023, + booktitle = {ICCV 2023. Workshop on Artificial Intelligence for Humanitarian Assistance and Disaster Response Workshop - AI + HADR 2023}, + address = {Paris, France}, + date = {October 3rd, 2023}, + arxiv = {https://arxiv.org/abs/} +} +@misc{namgyal2023hear, + title = {{What You Hear Is What You See: Audio Quality Metrics From Image Quality Metrics}}, + author = {Tashi Namgyal and Alexander Hepburn and Raul Santos-Rodriguez and Valero Laparra and Jesus Malo}, + year = 2023, + arxiv = {https://arxiv.org/abs/2305.11582} +} +@misc{hepburn2023disentangling, + title = {{Disentangling the Link Between Image Statistics and Human Perception}}, + author = {Alexander Hepburn and Valero Laparra and Raul Santos-Rodriguez and Jesús Malo}, + year = 2023, + arxiv = {https://arxiv.org/abs/2303.09874}, + archiveprefix = {arXiv}, + primaryclass = {cs.CV} +} +@misc{hernandezcamara2023analysis, + title = {{Analysis of Deep Image Quality Models}}, + author = {Pablo Hernández-Cámara and Jorge Vila-Tomás and Valero Laparra and Jesús Malo}, + year = 2023, + arxiv = {https://arxiv.org/abs/2302.13345}, + archiveprefix = {arXiv}, + primaryclass = {cs.CV} +} +@misc{vilatomas2023psychophysics, + title = {{Psychophysics of Artificial Neural Networks Questions Classical Hue Cancellation Experiments}}, + author = {Jorge Vila-Tomás and Pablo Hernández-Cámara and Jesús Malo}, + year = 2023, + arxiv = {https://arxiv.org/abs/2303.08496}, + archiveprefix = {arXiv}, + primaryclass = {q-bio.NC} +} +@inproceedings{garcia23, + title = {{Evaluation of Dimensionality Reduction Approaches for Optical Water Type Classification using EnMAP}}, + author = {Jorge García-Jimenez andJulia Amorós-López and Ana Belén Ruescas and Gustau Camps-Valls}, + year = 2023, + booktitle = {Machine Learning And Data Analysis In Oceanography. 2023 edition of the Liège Colloquium}, + address = {University of Liège, Place du XX-Août, 7 - 4000 Liège - Belgium}, + volume = {}, + doi = {}, + url = {}, + editor = {}, + organization = {}, + project = {} +} +@inproceedings{Leonelli21aistats, + title = {{Context-Specific Causal Discovery for Categorical Data Using Staged Trees}}, + author = {Leonelli, Manuele and Varando, Gherardo}, + year = 2023, + month = {25--27 Apr}, + booktitle = {Proceedings of The 26th International Conference on Artificial Intelligence and Statistics}, + publisher = {PMLR}, + series = {Proceedings of Machine Learning Research}, + volume = 206, + pages = {8871--8888}, + url = {https://proceedings.mlr.press/v206/leonelli23a.html}, + editor = {Ruiz, Francisco and Dy, Jennifer and van de Meent, Jan-Willem}, + pdf = {https://proceedings.mlr.press/v206/leonelli23a/leonelli23a.pdf}, + project = {usmile,bbva,causeme}, + abstract = {Causal discovery algorithms aim at untangling complex causal relationships from data. Here, we study causal discovery and inference methods based on staged tree models, which can represent complex and asymmetric causal relationships between categorical variables. We provide a first graphical representation of the equivalence class of a staged tree, by looking only at a specific subset of its underlying independences. We further define a new pre-metric, inspired by the widely used structural intervention distance, to quantify the closeness between two staged trees in terms of their corresponding causal inference statements. A simulation study highlights the efficacy of staged trees in uncovering complexes, asymmetric causal relationships from data, and real-world data applications illustrate their use in practical causal analysis.} +} +@inproceedings{Elvira23, + title = {{Graphs in State-Space Models for Granger Causality in Climate Science}}, + author = {Elvira, V. and Chouzenoux, \'E. and Cerd\`a-Bautista, J and Camps-Valls}, + year = 2023, + booktitle = {CausalStats23: When Causal Inference meets Statistical Analysis}, + address = {}, + volume = {}, + doi = {}, + url = {}, + editor = {}, + pdf = {http://isp.uv.es/slides/graphEM_causeme_2023_for_web.pdf}, + organization = {}, + arxiv = {https://arxiv.org/abs/2307.10703}, + project = {usmile,bbva,causeme} +} +@inproceedings{Furkan23igarss, + title = {{Explainability of end and mid-season cotton yield predictors in CONUS}}, + author = {Mehmet Furkan Celik, Mustafa Serkan Isik, Esra Erten, Gustau Camps-Valls}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Prappas23igarss, + title = {{Regional transferability of deep learning models for landslide detection with SAR data}}, + author = {Ioannis Prapas, Wei Ji Leong, Ragini Bal Mahesh, Vanessa Boehm, Ioannis Papoutsis, Gustau Camps-Valls, Siddha Ganju, Edoardo Nemni, Freddie Kalaitzis, Raul Ramos-Pollan}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Spyros23igarss, + title = {{Wildfire danger forecasting with deep learning under label noise}}, + author = {Kondylatos, S. and Prapas, I. and Papoutsis, I and Camps-Valls, G.}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Ji23igarss, + title = {{deepextremes: Explainable Earth surface forecasting under compound climate extremes}}, + author = {Chaonan Ji, Guido Kraemer, David Montero, Karin Mora, Sebastian Wieneke, Miguel D. Mahecha, Leipzig University, Germany; Vitus Benson, Fabian Gans, Markus Reichstein, Mélanie Weynants, Max-Planck-Institute for Biogeochemistry, Germany; Gunnar Brandt, Carsten Brockmann, Norman Fomferra, Tonio Fincke, Christian Requena-Mesa, Brockmann Consult GmbH, Germany; Gustau Camps-Valls, Maria Gonyalez Calabuig, Miguel-Ángel Fernández-Torres, Gonzalo Mateo García, Luis Gómez-Chova, Eva Sevillano Marco, Oscar José Pellicer Valero}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Prapas23igarssSAR, + title = {{Regional transferability of deep learning models for landslide detection with SAR data}}, + author = {Ioannis Prapas, Ioannis Papoutsis, Wei Ji Leong, Ragini Bal Mahesh, Vanessa Boehm, Gustau Camps-Valls, Edoardo Nemni, Freddie Kalaitzis, Raul Ramos-Pollan}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Mateo23clouds, + title = {{Onboard cloud detection and atmospheric correction with deep learning emulators}}, + author = {Gonzalo Mateo-García, Cesar Aybar, Giacomo Acciarini, Vít Růžička, Gabriele Meoni, Nicolas Longépé, Luis Gómez-Chova}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Aybar23cloudsen12, + title = {{Lessons learned from CLOUDSEN12 dataset: Identifying incorrect annotationsl in cloud semantic segmentation datasets}}, + author = {Cesar Aybar, Gonzalo Mateo-García, Luis Gómez-Chova, David Montero}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{jagdhuber2023potential, + title = {{On the Potential of Active and Passive Microwave Remote Sensing for Tracking Seasonal Dynamics of Evapotranspiration}}, + author = {Jagdhuber, Thomas and Fluhrer, Anke and Chaparro, David and Hellwig, Florian M. and Mueller, Marlin M. and Dubios, Clémence and Schellenberg, Konstantin and Boehm, Marianne and Bayat, Bagher and Montzka, Carsten and Ramati, Mehdi and Baur, Martin J. and Kuebert, Angelika and Jonard, Francois and Steele-Dunne, Susan and Piles, Maria and Entekhabi, Dara}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS} +} +@inproceedings{chaparro2023water, + title = {{Water Dynamics in the Soil-Plant-Atmosphere Continuum Based on Time-Lagged Correlations of Satellite Data}}, + author = {Chaparro, David and Jagdhuber, Thomas and Jonard, François and Baur, Martin and Feldman, Andrew F. and Piles, Maria and Gianotti, Daniel S. and Entekhabi, Dara}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS} +} +@inproceedings{fernandezmoran2023land, + title = {{Land Surface Model Calibration for the Future CIMR Mission}}, + author = {Fernandez-Moran, Roberto and Piles, Maria and Gómez-Chova, Luis and Entekhabi, Dara and Wigneron, Jean Pierre and Li, Xiaojun and Jagdhuber, Thomas and Baur, Martin J.}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS} +} +@inproceedings{hellwig2023multi, + title = {{Multi-Frequency Radiometry for Multi-Year Monitoring of Relative Water Content in a Temperate Forest}}, + author = {Hellwig, Florian Marcus and Dubois, Clémence and Schellenberg, Konstantin and Schmullius, Christiane and Jagdhuber, Thomas and Fluhrer, Anke and Chaparro, David and Piles, María and Entekhabi, Dara}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS} +} +@inproceedings{chaparro2023estimation, + title = {{Estimation of Gravimetric Vegetation Moisture in the Western United States Using a Multi-Sensor Approach}}, + author = {Chaparro, David and Jagdhuber, Thomas and Fluhrer, Anke and Piles, María and Fernández-Morán, Roberto and Jonard, François and Vall-llossera, Mercè and Camps, Adriano and López-Marínez, Carlos and Baur, Martin J. and Feldman, Andrew F. and Entekhabi, Dara}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS} +} +@inproceedings{9897849, + title = {{Orthonormal Convolutions for the Rotation Based Iterative Gaussianization}}, + author = {Laparra, Valero and Hepburn, Alexander and Johnson, J. Emmanuel and Malo, Jesús}, + year = 2022, + booktitle = {2022 IEEE International Conference on Image Processing (ICIP)}, + volume = {}, + number = {}, + pages = {4018--4022}, + doi = {10.1109/ICIP46576.2022.9897849} +} +@inproceedings{Ji23igarss, + title = {{deepextremes: Explainable Earth surface forecasting under compound climate extremes}}, + author = {Chaonan Ji, Vitus Benson, Gunnar Brandt, Carsten Brockmann, Gustau Camps-Valls, Maria Gonyalez Calabuig, Miguel-Ángel Fernández-Torres, Norman Fomferra, Tonio Fincke, Fabian Gans, Gonzalo Mateo García, Guido Kraemer, Luis Gómez-Chova, David Montero, Eva Sevillano Marco, Karin Mora, Markus Reichstein, Christian Requena-Mesa, Oscar José Pellicer Valero, Mélanie Weynants, Sebastian Wieneke, Miguel D. Mahecha}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@inproceedings{Kondylatos23igarss, + title = {{Wildfire danger forecasting with deep learning under label noise}}, + author = {Spyros Kondylatos, Ioannis Prapas, Ioannis Papoutsis, Gustau Camps-Valls,}, + year = 2023, + booktitle = {2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {}, + doi = {} +} +@techreport{ruescas2023study, + title = {{Study of ENMAP imagery for the application of methods for Phytoplankton Functional Types determination in coastal waters}}, + author = {Ruescas, Ana B and Garcia-Jimenez, Jorge and Mueller, Dagmar and Brockmann, Carsten and Amoros, Julia and Stelzer, Kerstin}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {} +} +@techreport{hohl2023uscc, + title = {{USCC: A Benchmark Dataset for Crop Yield Prediction under Climate Extremes}}, + author = {H{\"o}hl, Adrian and Ofori-Ampofo, Stella and Obadic, Ivica and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Kuzu, Ridvan Salih and Zhu, Xiaoxiang}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {xaida} +} +@inproceedings{Cohrs23egu, + title = {{Double machine learning for geosciences}}, + author = {Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Cerda23egu, + title = {{Causal inference to study food insecurity in Africa}}, + author = {Jordi Cerdà-Bautista, José María Tárraga, Gherardo Varando, Alberto Arribas, Ted Shepherd, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {bbva,causal4africa} +} +@inproceedings{Diaz23egu, + title = {{Learning causal drivers of PyroCb}}, + author = {Emiliano Diaz Salas Porras, Gherardo Varando, Fernando Iglesias-Suarez, Gustau Camps-Valls, Kenza Tazi, Kara Lamb, Duncan Watson-Parris}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {usmile,imiracli} +} +@inproceedings{Anand23egu, + title = {{Identifying compound weather prototypes of forest mortality with beta-VAE}}, + author = {Mohit Anand et al.}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {xaida} +} +@inproceedings{Izquierdo23egu, + title = {{Enhanced and gap-free Sentinel-2 reflectance data at vast scales with GEE}}, + author = {Emma Izquierdo-Verdiguier et al.}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Cortes23egu, + title = {{xaida4Detection: A Toolbox for the Detection and Characterization of Spatio-Temporal Extreme Events}}, + author = {Jordi Cortés-Andrés, Maria Gonzalez-Calabuig, Mengxue Zhang, Tristan K. E. Williams, Miguel-Ángel Fernández-Torres, Oscar J. Pellicer-Valero, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {xaida} +} +@inproceedings{Pelucchi23egu, + title = {{Invertible neural networks for satellite retrievals of aerosol optical depth}}, + author = {Paolo Pelucchi, Jorge Vicent, J. Emmanuel Johnson, Philip Stier, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {imiracli} +} +@inproceedings{Moreno23egu, + title = {{Physics-Aware Machine Learning for Carbon Fluxes at High Spatio-Temporal Resolution and Scales}}, + author = {Laura Martínez-Ferrer, Álvaro Moreno-Martínez, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, John S. Kimball, Steven W. Running, Nicholas Clinton, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {usmile} +} +@techreport{amaya2023ai, + title = {{An AI hybrid predictive tool for extreme hurricane forecasting}}, + author = {Amaya, Javier Martinez and Radin, Cristina and Nieves, Veronica and Long{\'e}p{\'e}, Nicolas and Mu{\~n}oz-Mar{\'\i}, Jordi}, + year = 2023, + institution = {Copernicus Meetings} +} +@inproceedings{Williams23egu, + title = {{Estimating non-linear persistence for impact assessment in European forests}}, + author = {Tristan Williams, Miguel Mahecha, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {xaida} +} +@inproceedings{Martinez23egu, + title = {{Gaussian Processes for vegetation traits global mapping}}, + author = {Laura Martínez-Ferrer, Álvaro Moreno-Martínez, Jordi Muñoz-Marí, Hanna Meyer, Marvin Ludwig, Gustau Camps-Valls}, + year = 2023, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-28 April 2023}, + volume = {Vol. 25}, + doi = {}, + url = {}, + editor = {EGU General Assembly 2023}, + organization = {EGU}, + project = {usmile} +} +@article{bueso2022revisiting, + title = {{Revisiting impacts of MJO on soil moisture: a causality perspective}}, + author = {Bueso, Diego and Piles, Maria and Sz{\'e}kely, Eniko and Camps-Valls, Gustau}, + year = 2022, + journal = {Authorea Preprints}, + publisher = {Authorea} +} +@inproceedings{kang2022emerging, + title = {{Emerging Machine Learning Approaches for Process Understanding in Ecosystem Sciences III Oral}}, + author = {Kang, Yanghui and Keenan, Trevor F and Camps-Valls, Gustau and Gentine, Pierre and Bassiouni, Maoya}, + year = 2022, + booktitle = {Fall Meeting 2022}, + organization = {AGU} +} +@inproceedings{agu2022global, + title = {{A global synthesis of biomass loss due to wind disturbances during 2016-2018}}, + author = {Gu, Rong-Yu and Devadoss, Jashvina and Ciais, Philippe and Wigneron, Jean-Pierre and Piles, Maria and Gentine, Pierre}, + year = 2022, + booktitle = {Fall Meeting 2022}, + organization = {AGU} +} +@inproceedings{dechant2022quantifying, + title = {{Quantifying the global representativeness of foliar trait observations: current state and future potential}}, + author = {Dechant, Benjamin and Pavlick, Ryan and Kattge, Jens and Schneider, Fabian D and Butler, Ethan E and Moreno, Alvaro and Leita{\`I}ƒo, Pedro J and van Bodegom, Peter and Vallicrosa, Helena and Kattenborn, Teja and others}, + year = 2022, + booktitle = {Fall Meeting 2022}, + organization = {AGU} +} +@inproceedings{Diaz22neurips, + title = {{Identifying the Causes of Pyrocumulonimbus (PyroCb)}}, + author = {Díaz Salas-Porras, E. and Tazi, K and Braude, A. and Okoh, D. and Lamb, K.D. and Watson-Parris, D. and Harder, P. and Meinert, N.}, + year = 2022, + booktitle = {NeurIPS 2022 Workshop-Causality for Real-world Impact}, + address = {}, + volume = {}, + doi = {}, + url = {}, + project = {usmile,imiracli}, + arxiv = {https://arxiv.org/abs/2211.08883}, + organization = {} +} +@inproceedings{CampsValls22neurips, + title = {{Physics-aware Machine learning for Earth observation}}, + author = {Gustau Camps-Valls}, + year = 2022, + booktitle = {NeurIPS 2022 Workshop-Tackling Climate Change with Machine Learning}, + address = {}, + volume = {}, + doi = {}, + url = {}, + project = {usmile,imiracli}, + pdf = {http://isp.uv.es/slides/2022_PhysicsML_CausalML_40min.pdf}, + organization = {} +} +@inproceedings{Tazi22neurips, + title = {{Pyrocast: a Machine Learning Pipeline to Forecast Pyrocumulonimbus (PyroCb) Clouds}}, + author = {Tazi, K and Díaz Salas-Porras, E. and Braude, A. and Okoh, D. and Lamb, K.D. and Watson-Parris, D. and Harder, P. and Meinert, N.}, + year = 2022, + booktitle = {NeurIPS 2022 Workshop-Tackling Climate Change with Machine Learning}, + address = {}, + volume = {}, + doi = {}, + url = {}, + project = {usmile,imiracli}, + arxiv = {https://arxiv.org/abs/2211.13052}, + organization = {} +} +@inproceedings{Zhang22neurips, + title = {{Hybrid Recurrent Neural Network for Drought Monitoring}}, + author = {Zhang, M. and Fernández-Torres, MA and Camps-Valls, G}, + year = 2022, + booktitle = {NeurIPS 2022 Workshop-Tackling Climate Change with Machine Learning}, + address = {}, + volume = {}, + doi = {}, + url = {}, + project = {usmile,xaida}, + organization = {} +} +@inproceedings{Anand22neurips, + title = {{Identifying Compound Climate Drivers of Forest Mortality with β-VAE}}, + author = {Anand, M. and Sweet, L-b. and Camps-Valls, G and Zscheischler, J.}, + year = 2022, + booktitle = {NeurIPS 2022 Workshop-Tackling Climate Change with Machine Learning}, + address = {}, + volume = {}, + doi = {}, + url = {}, + project = {xaida}, + organization = {} +} +@inproceedings{Varando22uai, + title = {{Learning Causal Representations with Granger PCA}}, + author = {Varando, G. and Fernández-Torres, MA and Muñoz-Marí, J and Camps-Valls, G}, + year = 2022, + booktitle = {Causal Representation Learning Workshop @UAI'22}, + address = {Eindhoven, The Netherlands}, + volume = {}, + doi = {https://openreview.net/pdf?id=XsTEnaD_Lel}, + url = {https://openreview.net/pdf?id=XsTEnaD_Lel/}, + project = {usmile}, + organization = {} +} +@inproceedings{Wicks22NWAI, + title = {{The Kernelized Taylor Diagram}}, + author = {Kristoffer Wickstrøm, Juan Emmanuel Johnson, Sigurd Løkse, Gustau Camps-Valls, Karl Øyvind Mikalsen, Michael Kampffmeyer, and Robert Jenssen}, + year = 2022, + booktitle = {2022 symposium of the Norwegian AI Society}, + address = {31 May-1 June 2022, Oslo, Norway}, + volume = {}, + doi = {https://doi.org/}, + url = {https://www.aisociety.no/nais2022/}, + project = {usmile}, + organization = {} +} +@inproceedings{Dan22lps, + title = {{Exploiting Spatial and Temporal Information with ConvLSTM Networks for Cloud Detection over Landmarks}}, + author = {D. López-Puigdollers, A. Pérez-Suay, G. Mateo-García, L. Gómez-Chova}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {usmile}, + organization = {ESA} +} +@inproceedings{i2022hyperspectral, + title = {{Hyperspectral remote sensing data compression with neural networks}}, + author = {i Verd{\'u}, Sebasti{\`a} Mijares and Ball{\'e}, Johannes and Laparra, Valero and Rapesta, Joan Bartrina and Hern{\'a}ndez-Cabronero, Miguel and Serra-Sagrist{\'a}, Joan}, + year = 2022, + booktitle = {2022 Data Compression Conference (DCC)}, + pages = {476--476}, + organization = {IEEE} +} +@inproceedings{Lgch22lps, + title = {{Synergistic exploitation of PV-CC in combination with Sentinel-2 towards a machine learning based atmospheric correction}}, + author = {L. Gómez-Chova, G. Mateo-García, V. Laparra, E. Portales-Julià, F. Niro}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {}, + organization = {ESA} +} +@inproceedings{Gmat22lps, + title = {{Flood extent segmentation and cloud screening on Sentinel-2 images for emergency response services}}, + author = {G. Mateo-García, E. Portales-Julià, L. Gómez-Chova}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {}, + organization = {ESA} +} +@inproceedings{Apasc22lps, + title = {{Large-scale machine learning techniques for vegetation traits estimation: opportunities for the CHIME mission}}, + author = {A. Pascual-Venteo, E. Portales-Julià, A. Pérez-Suay, J. Verrelst}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {}, + organization = {ESA} +} +@inproceedings{Kaps22lps, + title = {{A two-stage machine learning framework using global satellite data of cloud classes for process-oriented model evaluation}}, + author = {A. Kaps, A. Lauer, G. Camps-Valls, P. Gentine, L. Gómez-Chova, V. Eyring}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {usmile}, + organization = {ESA} +} +@inproceedings{Martinez22lps, + title = {{Carbon fluxes estimation at scale: long-term, continuous, high spatial resolution with uncertainties at continental scales}}, + author = {L. Martínez-Ferrer, A. Moreno‑Martínez, J. Kimball, S. Running, N. Clinton, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {usmile}, + organization = {ESA} +} +@inproceedings{Adsuara22lps, + title = {{Characterizing the Earth complex dynamical system through spectral decomposition of kernel transfer operators}}, + author = {J. Adsuara, G. Varando, A. Pérez-Suay, K. Cohrs, E. Díaz, D. Bueso, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {usmile}, + organization = {ESA} +} +@inproceedings{Kondylatos22lps, + title = {{Deep Learning Methods for Daily Wildfire Danger Forecasting}}, + author = {S. Kondylatos, I. Prapas, I. Papoutsis, G. Camps-Valls, M. Ronco, M. Fernández-Torres, M. Piles, N. Carvalhais}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {deepcube}, + organization = {ESA} +} +@inproceedings{Mahecha22lps, + title = {{DeepExtremes - Deploying Artificial Experiments on High-Resolution Data Cubes for explaining extreme event impacts}}, + author = {M. Mahecha, F. Gans, G. Camps-Valls, B. Gunnar, G. Kraemer, K. Mora, M. Fernández-Torres, C. RequenA, V. Benson, M. Reichstein, C. Brockmann, M. Ronco}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {deepextremes}, + organization = {ESA} +} +@inproceedings{Fernandez22lps, + title = {{Explaining Deep Learning Models for Earth Surface Forecasting}}, + author = {M. Fernández-Torres, M. Ronco, V. Benson, C. Requena, M. Mahecha, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {deepextremes}, + organization = {ESA} +} +@inproceedings{Tuia22lps, + title = {{Representation learning in remote sensing: from unsupervised, to self-and meta-learning}}, + author = {D. Tuia, X. Zhu, M. Molinier, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {usmile}, + organization = {ESA} +} +@inproceedings{Williams22lps, + title = {{Short and long-term persistence in European vegetation}}, + author = {T. Williams, M. Mahecha, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {xaida}, + organization = {ESA} +} +@inproceedings{Mateo22lps, + title = {{Understanding Neural Networks for Crop Yield Estimation}}, + author = {A. Mateo-Sanchis, J. Adsuara, A. Pérez-Suay, M. Piles, J. Muñoz-Marí, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {jrc}, + organization = {ESA} +} +@inproceedings{Gonzalez22lps, + title = {{Unsupervised Deep Learning for Spatio-Temporal Earth Data Interpolation and Gap Filling}}, + author = {M. Gonzalez-Calabuig, M. Fernández-Torres, A. Moreno‑Martínez, G. Camps-Valls}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {xaida}, + organization = {ESA} +} +@inproceedings{Gonzalez22lps, + title = {{Validation of Sentinel-2 Atmospheric Correction Using Radiative Transfer Models Emulators}}, + author = {D. Malik, J Rivero-Caicedo, J. Verrelst, L. Martino, G. Camps-Valls, B. Berthelot, J. Vicent Servera}, + year = 2022, + booktitle = {Living Planet Symposium}, + address = {23-27 May 2022, Bonn, Germany}, + volume = {}, + doi = {https://doi.org/}, + url = {}, + project = {xaida}, + organization = {ESA} +} +@inproceedings{Arndt22egu, + title = {{A two-stage machine learning framework using global satellite data of cloud classes for process-oriented model evaluation}}, + author = {Kaps, Arndt and Lauer, Axel and Camps-Valls, Gustau and Gentine, Pierre and G{\'o}mez-Chova, Luis and Eyring, Veronika}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Jeggle22egu, + title = {{Exploring cirrus cloud microphysical properties using explainable machine learning}}, + author = {Jeggle, Kai and Neubauer, David and Camps-Valls, Gustau and Binder, Hanin and Sprenger, Michael and Lohmann, Ulrike}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {imiracli} +} +@inproceedings{Duncan22egu, + title = {{ClimateBench: A benchmark for data-driven climate projections}}, + author = {Watson-Parris, Duncan and Rao, Yuhan and Olivi{\'e}, Dirk and Seland, {\O}yvind and Nowack, Peer and Camps-Valls, Gustau and Stier, Philip and Bouabid, Shahine and Dewey, Maura and Fons, Emilie and others}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {imiracli,usmile} +} +@inproceedings{Gonzalez22egu, + title = {{Machine learning to quantify cloud responses to aerosols from satellite data}}, + author = {Gonzalez, Jessenia and Sourdeval, Odran and Camps-Valls, Gustau and Quaas, Johannes}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {imiracli} +} +@inproceedings{Martinez22egu, + title = {{Carbon fluxes estimation with aleatoric and epistemic uncertainties at high spatial resolution over large areas}}, + author = {Mart{\'\i}nez-Ferrer, Laura and Moreno-Mart{\'\i}nez, {\'A}lvaro and Kimball, John S and Running, Steven W and Clinton, Nicholas and Camps-Valls, Gustau}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Tarraga22egu, + title = {{Inspecting the link between climate and human displacement with Explainable AI and Causal inference}}, + author = {Habas, Jos{\'e} Mar{\'\i}a T{\'a}rraga and Ronco, Michele and Miranda, Maria Teresa and Marco, Eva Sevillano and Wang, Qiang and Piles, Mar{\'\i}a and Mu{\~n}oz, Jordi and Camps-Valls, Gustau}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {deepcube,bbva} +} +@inproceedings{leonelli2022highly, + title = {{Highly efficient structural learning of sparse staged trees}}, + author = {Leonelli, Manuele and Varando, Gherardo}, + year = 2022, + booktitle = {International Conference on Probabilistic Graphical Models}, + pages = {193--204}, + organization = {PMLR} +} +@inproceedings{Varando22egu, + title = {{Learning ENSO-related Principal Modes of Vegetation via a Granger-Causal Variational Autoencoder}}, + author = {Varando, Gherardo and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Camps-Valls, Gustau}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {usmile} +} +@techreport{kalaitzis2022time, + title = {{Time-dependent Hillshades: Dispelling the Shadow Curse of Machine Learning Applications in Earth Observation}}, + author = {Kalaitzis, Freddie and Mateo-Garcia, Gonzalo and Dobbs, Kevin and Garcia, Dolores and Stoker, Jason and Marchisio, Giovanni}, + year = 2022, + institution = {Copernicus Meetings} +} +@inproceedings{Ronco22egu, + title = {{Explainable deep learning for wildfire danger estimation}}, + author = {Ronco, Michele and Prapas, Ioannis and Kondylatos, Spyros and Papoutsis, Ioannis and Camps-Valls, Gustau and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Piles Guillem, Maria and Carvalhais, Nuno}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {deepcube} +} +@inproceedings{Maria22egu, + title = {{Recent Advances in Deep Learning for Spatio-Temporal Drought Monitoring, Forecasting and Model Understanding}}, + author = {Gonz{\'a}lez-Calabuig, Mar{\'\i}a and Cort{\'e}s-Andr{\'e}s, Jordi and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Camps-Valls, Gustau}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {xaida,deepextremes} +} +@inproceedings{jaen2022understanding, + title = {{UNDERSTANDING THE STYLE TRANSFER DEEP-LEARNING TECHNIQUE THROUGH A WEB DASHBOARD}}, + author = {Ja{\'e}n-Lorites, JM and P{\'e}rez-Pelegr{\'\i}, M and Laparra, V and Moratal, D}, + year = 2022, + booktitle = {INTED2022 Proceedings}, + pages = {8914--8919}, + organization = {IATED} +} +@inproceedings{Anand22egu, + title = {{Identifying drivers of extreme reductions in carbon uptake of forests with interpretable machine learning}}, + author = {Anand, Mohit and Camps-Valls, Gustau and Zscheischler, Jakob}, + year = 2022, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Hybrid, 23-27 May 2022}, + volume = {Vol. 24}, + doi = {https://doi.org/}, + url = {}, + editor = {EGU General Assembly 2022}, + organization = {EGU}, + project = {xaida} +} +@inproceedings{9553132, + title = {{Incidence Angle Diversity on L-Band Microwave Radiometry and Its Impact on Consistent Soil Moisture Retrievals}}, + author = {Portal, Gerard and Vall-llossera, Mercè and Jagdhuber, Thomas and Camps, Adriano and Pablos', Miriam and Piles, María}, + year = 2021, + booktitle = {2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {6186--6189}, + doi = {10.1109/IGARSS47720.2021.9553132} +} +@inproceedings{9554872, + title = {{Global L-Band Vegetation Volume Fraction Estimates for Modeling Vegetation Optical Depth}}, + author = {Chaparro, David and Jagdhuber, Thomas and Piles, María and Entekhabi, Dara and Jonard, François and Fluhrer, Anke and Feldman, Andrew and Vall-llossera, Mercé and Camps, Adriano}, + year = 2021, + booktitle = {2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {6399--6402}, + doi = {10.1109/IGARSS47720.2021.9554872} +} +@inproceedings{9554622, + title = {{Retrieval of Forest Water Potential from L-Band Vegetation Optical Depth}}, + author = {Jagdhuber, T. and Fluhrer, A. and Schmidt, A.-S. and Jonard, F. and Chaparro, D. and Meyer, T. and Holtzman, N. and Konings, A. G. and Feldman, A. and Baur, M. and Piles, M. and Entekhabi, D.}, + year = 2021, + booktitle = {2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + volume = {}, + number = {}, + pages = {5949--5952}, + doi = {10.1109/IGARSS47720.2021.9554622} +} +@inproceedings{2021EGUGA..2316478P, + title = {{Synergistic use of SMOS and Sentinel-3 for retrieving spatiotemporally estimates of surface soil moisture and evaporative fraction}}, + author = {{Piles}, Maria and {Pablos Hernandez}, Miriam and {Vall-llossera}, Merc{\`e} and {Portal}, Gerard and {Sandric}, Ionut and {Petropoulos}, George P. and {Hristopulos}, Dionisis}, + year = 2021, + month = apr, + booktitle = {EGU General Assembly Conference Abstracts}, + series = {EGU General Assembly Conference Abstracts}, + pages = {EGU21--16478}, + doi = {10.5194/egusphere-egu21-16478}, + eid = {EGU21-16478} +} +@inproceedings{vit2021onboard, + title = {{Unsupervised change detection of extreme events using ML on-board}}, + author = {Vít Růžička, Anna Vaughan, Daniele De Martini, James Fulton Valentina Salvatell, Christopher Bridges, Gonzalo Mateo-Garcia, Valentina Zantedeschi}, + year = 2021, + booktitle = {NeuIPS2021 AI+HADR workshop}, + url = {https://www.hadr.ai/accepted-papers} +} +@inproceedings{prapas2021deep, + title = {{Deep Learning Methods for Daily Wildfire Danger Forecasting}}, + author = {Prapas, Ioannis and Kondylatos, Spyros and Papoutsis, Ioannis and Camps-Valls, Gustau and Ronco, Michele and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Guillem, Maria Piles and Carvalhais, Nuno}, + year = 2021, + booktitle = {NeuIPS2021 AI+HADR workshop}, + url = {https://www.hadr.ai/accepted-papers}, + arxiv = {2111.02736} +} +@inproceedings{CampsValls21AGUkndvi, + title = {{Unified Vegetation Index for Quantifying the Terrestrial Biosphere}}, + author = {Camps-Valls, G., Campos-Taberner, M., Moreno-Martínez, Á., Walther, S., Duveiller, G., Cescatti, A., ... Running, S. W.}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/meetingapp.cgi/Paper/805896}, + organization = {AGU}, + project = {deepcube} +} +@inproceedings{JM21DCAGU, + title = {{Climate-Induced Displacement with Explainable Machine Learning Models}}, + author = {José María Tárraga and Michele Ronco and Maria Teresa Miranda and, Maria Piles and Eva Sevillano Marco and Jordi Muñoz and Gustau Camps-Valls}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/webprogrampreliminary/Paper881761.html}, + organization = {AGU}, + project = {deepcube} +} +@inproceedings{Ghe21USAGU, + title = {{Learning Granger Causal Feature Representations}}, + author = {Gherardo Varando and Miguel-Ángel Fernández-Torres and Gustau Camps-Valls}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/webprogrampreliminary/Paper857866.html}, + organization = {AGU}, + project = {usmile} +} +@inproceedings{AM21USAGU, + title = {{Long-time record and continuous high resolution gross primary productivity estimates at continental scales}}, + author = {Álvaro Moreno and Laura Martínez-Ferrer and John Kimball and Martin Jung and Markus Reichstein and Steven W Running and Nicholas Clinton and Gustau Camps-Valls}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/webprogrampreliminary/Paper934068.html}, + organization = {AGU}, + project = {usmile} +} +@inproceedings{DB21USAGU, + title = {{Reconstruction of Seasonal Interaction of Soil Moisture and Tree Water Content Over Boreal Forests}}, + author = {Diego Bueso and Maria Piles and Álvaro Moreno and Gustau Camps-Valls and Frederic Frappart and Jean-Pierre Wigneron and Philippe Ciais}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/webprogrampreliminary/Paper805896.html}, + organization = {AGU}, + project = {usmile} +} +@inproceedings{JC21AGU, + title = {{Location-Aware Convolutional Encoder-Decoder for Drought Detection in Europe}}, + author = {Jordi Cortés-Andrés and Miguel-Ángel Fernández-Torres and Gustau Camps-Valls}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/meetingapp.cgi/Paper/836661}, + organization = {AGU}, + project = {usmile,deepcube} +} +@inproceedings{AM21AGUINTERCOMP, + title = {{Intercomparing Global Foliar Trait and Canopy Height Maps: Upscaling Approaches and Spatial Patterns}}, + author = {Benjamin Dechant and Ryan Pavlick and Jens Kattge and Fabian D Schneider and Ethan E Butler and Alvaro Moreno and Peter van Bodegom and Helena Vallicrosa and Teja Kattenborn and Coline Boonman and Sönke Zaehle and Nima Madani and Iain COLIN C Prentice11 and Ian J Wright and Jeannine Cavender-Bares and Sandra Díaz and Isla H Myers-Smith and Karin Rebel and Ning Dong and Sandra Milena Duran and Holly Croft and Irena Simova and Hannes Feilhauer and Francesco Sabbatini and Helge Bruehlheide and Josep Penuelas and Jesús Aguirre-Gutiérrez and Peter B. Reich and Miguel Mahecha and Christian Wirth and Markus Reichstein and Yadvinder Malhi and Philip A Townsend}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/meetingapp.cgi/Paper/907332}, + organization = {AGU}, + project = {usmile} +} +@inproceedings{CR21AGU, + title = {{A new machine learning approach for regional sea level reconstructions using proxy-climate fingerprints}}, + author = {Cristina Radin and Veronica Nieves}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/meetingapp.cgi/Paper/805340}, + organization = {AGU}, + project = {maloc} +} +@inproceedings{LGC21AGU, + title = {{Clouds aware flood extent segmentation for emergency response services}}, + author = {Gonzalo Mateo-Garcia and Enrique Portales and Fei Liu and Edoardo Nemni and J. Emmanuel Johnson and Lucas Kruitwagen and Guy Schumann and Luis Gómez-Chova}, + year = 2021, + month = dec, + booktitle = {AGU American Geophysical Union}, + address = {New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting}, + url = {https://agu.confex.com/agu/fm21/meetingapp.cgi/Paper/981285}, + organization = {AGU}, + project = {deepcloud} +} +@inproceedings{varandolearning, + title = {{Learning Granger Causal Feature Representations}}, + author = {Varando, Gherardo and Fernández-Torres, Miguel-Angel and Camps-Valls, Gustau}, + year = 2021, + booktitle = {International Conference on Machine Learning - Workshop on Tackling Climate Change with Machine Learning}, + editor = {ICML}, + project = {usmile}, + organization = {ICML}, + video = {https://www.climatechange.ai/papers/icml2021/34}, + arxiv = {https://www.climatechange.ai/papers/icml2021/34/paper.pdf} +} +@inproceedings{CampsValls21deepcube, + title = {{deepcube: Explainable AI Pipelines for Big Copernicus data}}, + author = {Ioannis Papoutsis and Alkyoni Baglatzi and Souzana Touloumtzi and Markus Reichstein and Nuno Carvalhais and Fabian Gans and Gustau Camps-Valls and Maria Piles and Theofilos Kakantousis and Jim Dowling and Manolis Koubarakis and Dimitris Bilidas and Despina-Athanasia Pantazi and George Stamoulis and Christophe Demange and Leo-Gad Journel and Marco Bianchi and Chiara Gervasi and Alessio Rucci and Ioannis Tsampoulatidis and Eleni Kamateri and Tarek Habib and Alejandro Díaz Bolívar and Zisoula Ntasiou and Anastasios Paschalis}, + year = 2021, + month = may, + booktitle = {BiDS Big Data from Space}, + address = {Online Everywhere, https://www.bigdatafromspace2021.org/}, + url = {http://cgi.di.uoa.gr/~koubarak/publications/2021/BIDS21_paper54.pdf}, + project = {deepcube} +} +@inproceedings{Piles21egu, + title = {{Synergistic use of SMOS and Sentinel-3 for retrieving spatiotemporally estimates of surface soil moisture and evaporative fraction}}, + author = {Maria Piles and Miriam Pablos Hernández and Mercè Vall-llossera and Gerard Portal and Ionut Sandric and George P. Petropoulos and Dionisis Hristopulos}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 21}, + doi = {https://doi.org/10.5194/egusphere-egu21-16478}, + url = {https://meetingorganizer.copernicus.org/EGU21/EGU21-16478.html}, + editor = {EGU General Assembly 2021}, + organization = {EGU} +} +@inproceedings{Johnson21egu, + title = {{Gaussianization for Multivariate, High-dimensional Earth Observation data Analysis}}, + author = {J. Emmanuel Johnson and Maria Piles and Valero Laparra and Gustau Camps-Valls}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 23}, + doi = {https://doi.org/10.5194/egusphere-egu21-14519}, + url = {http://doi.org/10.5194/egusphere-egu21-14519}, + editor = {EGU General Assembly 2021}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{CampsValls21egu_kndvi, + title = {{Generalization of Vegetation Indices for Monitoring the Terrestrial Biosphere}}, + author = {Gustau Camps-Valls and Manuel Campos-Taberner and Alvaro Moreno-Martinez and Sophia Walther and Gr{\'e}gory Duveiller and Alessandro Cescatti and Miguel Mahecha and Jordi Mu{ñ}oz-Marí and Francisco Javier García-Haro and Luis Guanter and John Gamon and Martin Jung and Markus Reichstein and Steven W. Running}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 23}, + doi = {https://doi.org/10.5194/egusphere-egu21-14263}, + url = {http://doi.org/10.5194/egusphere-egu21-14263}, + editor = {EGU General Assembly 2021}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Fernandez21egu, + title = {{Spatio-Temporal Gaussianization Flows for Extreme Event Detection}}, + author = {Miguel-Ángel Fernández-Torres and J. Emmanuel Johnson and María Piles and Gustau Camps-Valls}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 23}, + doi = {https://doi.org/10.5194/egusphere-egu21-15729}, + url = {http://doi.org/10.5194/egusphere-egu21-15729}, + editor = {EGU General Assembly 2021}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Piles21egu, + title = {{The CIMR mission and its unique capabilities for soil moisture sensing}}, + author = {Maria Piles and Roberto Fernández-Moran and Luis Gómez-Chova and Gustau Camps-Valls and Dara Entekhabi and Martin Baur and Thomas Jagdhuber and Jean-Pierre Wigneron and Catherine Prigent and Craig Donlon}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 23}, + doi = {https://doi.org/10.5194/egusphere-egu21-9484}, + url = {http://doi.org/10.5194/egusphere-egu21-9484}, + editor = {EGU General Assembly 2021}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Moreno21egu, + title = {{Upscaling plant traits to ecosystem level: blending local biodiversity, global traits databases, and remote sensing data}}, + author = {Álvaro Moreno-Martínez and Jose E. Adsuara and Jordi Muñoz-Marí and Emma Izquierdo-Verdiguier and Jens Katge and Nuno Carvalhais and Markus Reichstein and Steven W. Running and Gustau Camps-Valls}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 23}, + doi = {https://doi.org/10.5194/egusphere-egu21-15835}, + url = {http://doi.org/10.5194/egusphere-egu21-15835}, + editor = {EGU General Assembly 2021}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Martinez21egu, + title = {{Epistemic and aleatoric uncertainty maps in high resolution biophysical parameter retrieval}}, + author = {Laura Martínez-Ferrer, Álvaro Moreno-Martínez, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Manuel Campos-Taberner, Javier García-Haro, Marco Maneta, Nathaniel Robinson, Nicholas Clinton, John Kimball, Steven W. Running, and Gustau Camps-Valls}, + year = 2021, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Online, 19-30 April 2021}, + volume = {Vol. 23}, + doi = {https://doi.org/10.5194/egusphere-egu21-15196}, + url = {https://doi.org/10.5194/egusphere-egu21-15196}, + editor = {EGU General Assembly 2021}, + organization = {EGU}, + project = {usmile} +} +@inproceedings{Vicent2021igarss_atmos, + title = {{Atmospheric Correction Of Satellite Data Based On Emulation Of Atmospheric Radiative Transfer Models}}, + author = {Vicent, J. and Verrelst, J. and Rivera Caicedo, JP and Muñoz Marí, J and Camps Valls, G. and Berthelot, B.}, + year = 2021, + month = jul, + booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Brussels, Belgium}, + doi = {}, + video = {}, + pdf = {}, + project = {usmile} +} +@inproceedings{tote2021reprocessed, + title = {{The Reprocessed Proba-V Collection 2: Product Validation}}, + author = {Tot{\'e}, Carolien and Swinnen, Else and Sterckx, Sindy and Benhadj, Iskander and Dierckx, Wouter and G{\'o}mez-Chova, Luis and Ramon, Didier and Stelzer, Kerstin and Van den Heuvel, Lieve and Clarijs, Dennis and others}, + year = 2021, + booktitle = {2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS}, + pages = {8084--8086}, + organization = {IEEE} +} +@inproceedings{CampsValls2021_paml, + title = {{Physics-Aware Machine Learning For Geosciences And Remote Sensing}}, + author = {Camps-Valls, G. and Svendsen, DH and Cortés, J and Moreno-Martínez, A and Pérez-Suay, A and Adsuara, J and Martin, I and Piles, M and Muñoz-Marí, J and Luca Martino, L.}, + year = 2021, + month = jul, + booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Brussels, Belgium}, + doi = {}, + video = {}, + pdf = {}, + project = {usmile} +} +@inproceedings{CampsValls2021_dlcities, + title = {{Deep Learning And Remote Sensing For Urban Sustainability}}, + author = {Camps Valls, G}, + year = 2021, + month = jul, + booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Brussels, Belgium}, + doi = {}, + video = {}, + pdf = {}, + project = {} +} +@inproceedings{Piles21igarss, + title = {{Global Cropland Production Monitoring With Gaussian Processes}}, + author = {Piles, M. and Mateo-Sanchís, A. and Muñoz-Marí, J. and Camps-Valls, G. and Waldner, F. and Rembold, F. and Meroni, M.}, + year = 2021, + month = jul, + booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Brussels, Belgium}, + doi = {}, + video = {}, + pdf = {}, + project = {usmile} +} +@inproceedings{Izquierdo21igarss, + title = {{Global Upscaling Of The MODIS Land Cover With Google Earth Engineand Landsat Data}}, + author = {Izquierdo-Verdiguier, E and Moreno-Martinez, A and Adsuara, J and Muñoz-Marí, J and Camps-Valls, G and Maneta, MP and Kimball, J and Clinton, N and Running, SW}, + year = 2021, + month = jul, + booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Brussels, Belgium}, + doi = {}, + video = {}, + pdf = {}, + project = {usmile} +} +@inproceedings{Fernandez2021igarss, + title = {{Towards A Better Understanding Of Effective Temperature Modelling In The SMOS-IC Retrieval Algorithm}}, + author = {Fernandez-Moran, R and Camps-Valls, G and Piles, M and Jean-Pierre, W and Xiaojun, L and Mengjia, W and Fan, L and Al-Yaari, A and Gómez-Chova, L}, + year = 2021, + month = jul, + booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Brussels, Belgium}, + doi = {}, + video = {}, + pdf = {}, + project = {} +} +@inproceedings{johnson2020rotnet, + title = {{RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks}}, + author = {J. Emmanuel Johnson and Sairam Sundaresan and Tansu Daylan and Lisseth Gavilan and Daniel K. Giles and Stela Ishitani Silva and Anna Jungbluth and Brett Morris and andés Muñoz-Jaramillo}, + year = 2020, + month = dec, + booktitle = {NeurIPS Machine Learning and the Physical Sciences}, + address = {Online Everywhere, https://ml4physicalsciences.github.io/2020/}, + arxiv = {https://arxiv.org/abs/2012.01985} +} +@inproceedings{garcia_pix2streams_2020, + title = {{Pix2Streams: Dynamic Hydrology Maps from Satellite-LiDAR Fusion}}, + author = {Garcia, Dolores and Mateo-Garcia, Gonzalo and Bernhardt, Hannes and Hagensieker, Ron and Lopez-Francos, Ignacio G. and Stock, Jonathan and Schumann, Guy and Dobbs, Kevin and Kalaitzis, Alfredo}, + year = 2020, + month = dec, + booktitle = {NeurIPS AI for Earth Sciences}, + arxiv = {http://arxiv.org/abs/2011.07584} +} +@inproceedings{Morata20neuripsEarth, + title = {{Understanding Climate Impacts on Vegetation with Gaussian Processes in Granger Causality}}, + author = {Morata, M. and Bueso, D. and Piles, M. and Camps-Valls, G.}, + year = 2020, + month = dec, + booktitle = {NeurIPS AI for Earth Sciences}, + address = {Online Everywhere, https://ai4earthscience.github.io/neurips-2020-workshop/}, + project = {sedal,usmile}, + arxiv = {https://arxiv.org/pdf/2012.03338.pdf} +} +@inproceedings{Tarraga20neuripsDevelopment, + title = {{Learning drivers of climate-induced human migrations with Gaussian processes}}, + author = {Tarraga, J.M. and Piles, M. and Camps-Valls, G.}, + year = 2020, + month = dec, + booktitle = {NeurIPS ML for Development}, + address = {Online Everywhere, https://sites.google.com/view/ml4d}, + project = {bbva,deepcube}, + arxiv = {https://arxiv.org/abs/2011.08901} +} +@inproceedings{Rajadel20agu, + title = {{Early crop mapping at continental scales derived from reconstructed high spatial resolution images}}, + author = {Clara Rajadel, Emma Izquierdo, Alvaro Moreno, Clement Atzberger, Santiago Begueria, Marco P Maneta, John S Kimball, Gustau Camps-Valls and Steven W Running}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/722309}, + project = {leaves} +} +@inproceedings{Martinez20agu, + title = {{High spatial resolution gap free biophysical variables for Earth Observation at continental scales with Google Earth Engine}}, + author = {Laura Martínez-Ferrer, Alvaro Moreno, Jordi Muñoz, Emma Izquierdo-Verdiguier, Manuel Campos-Taberner, Javier García Haro, J. Emmanuel Johnson, Marco P Maneta, Nathaniel Robinson, Nicholas Clinton, John Kimball, Steven W Running and Gustau Camps-Valls}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/730371}, + project = {usmile,sedal} +} +@inproceedings{Eyring20agu, + title = {{Machine Learning Based Process-oriented Earth System Model Evaluation}}, + author = {Veronika Eyring, Gustau Camps-Valls, Pierre Gentine, Markus Reichstein, Jakob Runge and Manuel Schlund}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/719871}, + project = {usmile} +} +@inproceedings{Mateo20agu, + title = {{Satellite and model-based data integration for crop yield estimation and interpretability in Europe}}, + author = {Anna Mateo-Sanchis, Maria Piles, Julia Amorós-López, Jordi Muñoz, Jose Adsuara, Alvaro Moreno and Gustau Camps-Valls}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/719677}, + project = {sedal,leaves} +} +@incollection{malo2021channel, + title = {{Channel Capacity in Psychovisual Deep-Nets: Gaussianization Versus Kozachenko-Leonenko}}, + author = {Malo, Jesus}, + year = 2021, + booktitle = {Innovations in Computational Intelligence and Computer Vision}, + publisher = {Springer}, + pages = {77--84} +} +@inproceedings{Johnson20agu, + title = {{Gaussianization of Earth Observation data - Invertible Transformations for Multidimensional Data Analysis}}, + author = {J. Emmanuel Johnson, Maria Piles, Valero Laparra and Gustau Camps-Valls}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/730739}, + project = {sedal,usmile} +} +@inproceedings{CampsReichstein2020, + title = {{ELLIS Workshop on Machine Learning in Earth and Climate Sciences}}, + author = {Gustau Camps-Valls and Markus Reichstein}, + year = 2020, + booktitle = {https://opc.mfo.de/show_workshop?id=3575}, + address = {Oberwolfach, Germany}, + url = {https://opc.mfo.de/show_workshop?id=3575}, + note = {1-4 March 2020 (a few days before the European lockdown because of COVID)}, + project = {sedal,usmile} +} +@inproceedings{Cortes20agu, + title = {{Physics-aware Nonlinear Modeling and Inference from Earth Data}}, + author = {Jordi Cortes-Andres, Adrian Perez-Suay and Gustau Camps-Valls}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/691597}, + project = {sedal,usmile} +} +@inproceedings{Bueso20agu, + title = {{Quantifying the impact of 2015-2016 ENSO over global soil and vegetation water content by causality models}}, + author = {Diego Bueso, Maria Piles and Gustau Camps-Valls}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/691707}, + project = {sedal,usmile,leaves} +} +@inproceedings{Nieves20agu, + title = {{Strengthening our knowledge on regional sea level rise through proxy data and machine learning}}, + author = {Veronica Nieves, Cristina Radin and Gustau Camps-Valls}, + year = 2020, + month = {1-17 December 2020}, + booktitle = {AGU Fall Meeting}, + address = {Online Everywhere}, + url = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/694728}, + project = {sedal,usmile,leaves} +} +@inproceedings{CampsValls20phiweek, + title = {{Living in the Physics and Machine Learning Interplay - An AI agenda with examples for the DTE}}, + author = {Gustau Camps-Valls}, + year = 2020, + month = {28-30 September 2020.}, + booktitle = {The ESA Phi-week 2020}, + address = {ESA-ESRIN, Italy}, + video = {https://livestream.com/esa/phiweek2020/videos/211492628}, + pdf = {http://isp.uv.es/slides/PHIWEEK20_PhysicsMLinterplay.pdf}, + project = {sedal} +} +@inproceedings{CampsValls20physicsaware, + title = {{Living in the Physics -- Machine Learning Interplay for Earth Observation}}, + author = {Camps-Valls, G. and Svendsen, D. H. and Cortes-Andres, J. and Moreno-Martinez, J. and Perez-Suay, A. and Adsuara, J. and Martin, I. and Piles, M. and Munoz-Mari, J. and Martino, L.}, + year = 2020, + month = {}, + booktitle = {AAAI Fall Series 2020 Symposium on Physics-guided AI for Accelerating Scientific Discovery}, + address = {}, + pages = {}, + doi = {}, + note = {}, + project = {sedal,kermes} +} +@inproceedings{Runge2020pmlr, + title = {{The Causality for Climate Competition}}, + author = {Jakob Runge, J. and Xavier-Andoni, T. and Bruhns, M. and Mu{ñ}oz-Marí, J. and Camps-Valls, G.}, + year = 2020, + month = {}, + booktitle = {JMLR: Workshop and Conference Proceedings. 2020 NeurIPS2019 Competition & Demonstration Track PMLR Post-proceedings}, + address = {}, + pages = {}, + doi = {}, + note = {}, + pdf = {http://proceedings.mlr.press/v123/runge20a/runge20a.pdf}, + project = {sedal} +} +@inproceedings{sauzede2020estimation, + title = {{Estimation of Oceanic Particulate Organic Carbon with Machine Learning}}, + author = {Sauz{è}de, R and Johnson, J Emmanuel and Claustre, H and Camps-Valls, G and Ruescas, AB}, + year = 2020, + month = jun, + journal = {ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences}, + publisher = {Copernicus GmbH}, + address = {Nice, France}, + volume = 2, + pages = {949--956}, + project = {sedal} +} +@inproceedings{Taskin2020igarss_manifold, + title = {{Manifold Learning With High Dimensional Model Representations}}, + author = {Taskin, G. and Camps-Valls, G.}, + year = 2020, + month = jul, + booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Waikoloa, Hawaii, USA}, + pages = {}, + doi = {}, + note = {}, + project = {sedal} +} +@inproceedings{CampsValls2020igarss_hybridxai, + title = {{Advancing Deep Learning For Earth Sciences: From Hybrid Modeling To Interpretability}}, + author = {Camps-Valls, G. and Reichstein, M. and Zhu, Z. and Tuia, D.}, + year = 2020, + month = jul, + booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Waikoloa, Hawaii, USA}, + doi = {}, + video = {http://isp.uv.es/videos/AdvancesDL-2020-07-09_11-38-45.mkv}, + pdf = {http://isp.uv.es/slides/AdvancesDL.pdf}, + project = {sedal} +} +@inproceedings{Adsuara2020igarss_ode, + title = {{Discovering Differential Equations from Earth Observation Data}}, + author = {Adsuara, J.E. and Perez-Suay, A. and Moreno-Martínez, A. and Camps-Valls, G. and Kraemer, G. and Reichstein, M. and Mahecha, M.}, + year = 2020, + month = jul, + booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Waikoloa, Hawaii, USA}, + pages = {}, + doi = {}, + note = {}, + project = {sedal} +} +@inproceedings{PerezSuay2020igarss_xai, + title = {{Interpretability of Recurrent Neural Networks in Remote Sensing}}, + author = {Perez-Suay, A. and Adsuara, J. E. and Piles, M. and Martinez-Ferrer, L. and Diaz, E. and Moreno-Martinez, A. and Camps-Valls, G.}, + year = 2020, + month = jul, + booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Waikoloa, Hawaii, USA}, + pages = {}, + doi = {}, + note = {}, + project = {sedal} +} +@inproceedings{Moreno2020igarss_kf, + title = {{Down-Scaling MODIS Vegetation Products With Landsat Gap Filled Surface Reflectance In Google Earth Engine}}, + author = {Moreno-Martinez, A. and Izquierdo-Verdiguier, E. and Camps-Valls, G. and Maneta, M. and Muñoz-Marí, J. and Robinson, N. and Adsuara, J.E. and Campos, M. and García-Haro, J. and Perez, A. and Clinton, N. and Kimball, J. and Running, S.W.}, + year = 2020, + month = jul, + booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + address = {Waikoloa, Hawaii, USA}, + pages = {}, + doi = {}, + note = {}, + project = {sedal} +} +@inproceedings{Martino20emulation, + title = {{Adaptive sequential interpolator using active learning for efficient emulation of complex systems}}, + author = {Martino, L. and Svendsen, D.H. and Vicent, J. and Camps-Valls, G.}, + year = 2020, + booktitle = {45th IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP)}, + address = {4-8 May 2020, Barcelona}, + url = {https://cmsworkshops.com/ICASSP2020/Papers/ViewPaper.asp?PaperNum=2478}, + project = {sedal,kermes} +} +@inproceedings{Martino20lai, + title = {{Particle group metropolis methods for tracking the leaf area index}}, + author = {Martino, L. and Elvira, V. and Camps-Valls, G.}, + year = 2020, + booktitle = {45th IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP)}, + address = {4-8 May 2020, Barcelona}, + url = {https://cmsworkshops.com/ICASSP2020/Papers/ViewPaper.asp?PaperNum=4023}, + project = {sedal,kermes} +} +@inproceedings{MartinezFerrer20EGU, + title = {{Multisensor crop yield estimation with machine learning}}, + author = {Laura Martínez Ferrer, Maria Piles, and Gustau Camps-Valls}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal,kermes}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-21329_presentation.pdf} +} +@inproceedings{Adsuara20EGU, + title = {{Learning ordinary differential equations from remote sensing data}}, + author = {Jose E. Adsuara, Adrián Pérez-Suay, Alvaro Moreno-Martínez, Anna Mateo-Sanchis, Maria Piles, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha, and Gustau Camps-Valls}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-19620_presentation.pdf} +} +@inproceedings{Mateo20EGU, + title = {{Learning main drivers of crop dynamics and production in Europe}}, + author = {Anna Mateo Sanchis et al.}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + project = {sedal,kermes}, + organization = {EGU}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-21329_presentation.pdf} +} +@inproceedings{Bueso20EGU, + title = {{Unraveling the time-scale teleconnections between soil moisture and vegetation}}, + author = {Diego Bueso, Maria Piles, and Gustau Camps-Valls}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal,kermes}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-18028_presentation.pdf} +} +@inproceedings{CampsValls20EGU, + title = {{Advances in Gaussian Processes for Earth Sciences: Physics-aware, interpretability and consistency}}, + author = {Gustau Camps-Valls, Daniel Svendsen, Luca Martino, Adrian Pérez-Suay, Maria Piles, and Jordi Muñoz-Marí}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal,kermes}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-14677_presentation.pdf} +} +@inproceedings{Berger20EGU, + title = {{Spectroscopic retrieval of above-ground crop nitrogen content with a hybrid machine learning regression method}}, + author = {Katja Berger, Gustau Camps-Valls, Jochem Verrelst, Jean-Baptiste Féret, Matthias Wocher, and Tobias Hank}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal} +} +@inproceedings{Schlund20EGU, + title = {{Constraining uncertainty in projected gross primary production with machine learning}}, + author = {Manuel Schlund et al.}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal, usmile} +} +@inproceedings{Izquierdo20EGU, + title = {{Gross Primary Production and False Spring: a spatio-temporal analysis}}, + author = {Emma Izquierdo-Verdiguier, Raúl Zurita-Milla, Álvaro Moreno-Martinez, Gustau Camps-Valls, Anja Klisch, Clement Atzberger, and Steven W. Running}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal} +} +@inproceedings{Wolanin20EGU, + title = {{Explainable deep learning to predict and understand crop yield estimates}}, + author = {Aleksandra Wolanin, Gonzalo Mateo-García, Gustau Camps-Valls, Luis Gómez-Chova, Michele Meroni, Gregory Duveiller, You Liangzhi, and Luis Guanter}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-18163_presentation.pdf} +} +@inproceedings{Moreno20EGU, + title = {{Down-scaling MODIS operational vegetation products with machine learning and fused gap-free high resolution reflectance data in Google Earth Engine}}, + author = {Álvaro Moreno Martínez et al.}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-21329_presentation.pdf} +} +@inproceedings{Bao20EGU, + title = {{Evaluating Light Use Efficiency Models and Parameter-upscaling Methods}}, + author = {Shanning Bao, Fabian Gans, Simon Besnard, Sujan Koirala, Alvaro Moreno, Sophia Walther, Ulrich Weber, Martin Jung, Miguel Mahecha, and Nuno Carvalhais}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-21053_presentation.pdf} +} +@inproceedings{Bao20EGU, + title = {{Analysis of water dynamics in the soil-plant-atmosphere continuum using a multi-sensor approach}}, + author = {David Chaparro, Thomas Jagdhuber, Dara Entekhabi, María Piles, Anke Fluhrer, Andrew Feldman, François Jonard, and Mercè Vall-llossera}, + year = 2020, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + address = {Vienna, Austria, 3-8 May 2020}, + volume = {Vol. 22}, + editor = {EGU General Assembly 2020}, + organization = {EGU}, + project = {sedal}, + pdf = {https://presentations.copernicus.org/EGU2020/EGU2020-18686_presentation.pdf} +} +@inproceedings{CampsValls19agu, + title = {{Inferring causal graphs from observational long-term carbon and water fluxes records}}, + author = {Gustau Camps-Valls, Emiliano Diaz, Jose Adsuara, Maria Piles, Alvaro Moreno, Pierre Gentine, Martin Jung, Markus Reichstein and Steven W Running}, + year = 2019, + month = {9-13 December 2019.}, + booktitle = {AGU Fall Meeting}, + address = {San Francisco, USA}, + project = {sedal} +} +@inproceedings{Bueso19agu, + title = {{Revisiting impacts of MJO on soil moisture: a causality perspective}}, + author = {Diego Bueso, Maria Piles, Gustau Camps-Valls}, + year = 2019, + month = {9-13 December 2019.}, + booktitle = {AGU Fall Meeting}, + address = {San Francisco, USA}, + project = {sedal} +} +@inproceedings{Johnson19agu, + title = {{Climate Model Intercomparison with Multivariate Information Theoretic Measures}}, + author = {J. Emmanuel Johnson, Valero Laparra, Peer Johannes Nowack, Jakob Runge, Gustau Camps-Valls}, + year = 2019, + month = {9-13 December 2019.}, + booktitle = {AGU Fall Meeting}, + address = {San Francisco, USA}, + project = {sedal} +} +@inproceedings{Moreno19agu, + title = {{New opportunities for developing high spatial resolution land products derived from gap free Landsat reflectance time series in Google Earth Engine}}, + author = {Alvaro Moreno, Emma Izquierdo, Marco P Maneta, Gustau Camps-Valls, Nathaniel Robinson, Jordi Munoz, Nicholas Clinton, Fernando Sedano and Steven Running}, + year = 2019, + month = {9-13 December 2019.}, + booktitle = {AGU Fall Meeting}, + address = {San Francisco, USA}, + project = {sedal} +} +@inproceedings{Bueso19ci, + title = {{Cross-Information Kernel Causality: Revisiting global teleconnections of ENSO over soil moisture and vegetation}}, + author = {Diego Bueso, Maria Piles, Gustau Camps-Valls}, + year = 2019, + month = {2-4 October 2019}, + booktitle = {Climate Informatics 2019}, + address = {Paris, France}, + project = {sedal,kermes} +} +@inproceedings{Johnson19ci, + title = {{Multivariate Gaussianization in Earth and Climate Sciences}}, + author = {Juan E. Johnson, Maria Piles, Valero Laparra, Gustau Camps-Valls}, + year = 2019, + month = {2-4 October 2019}, + booktitle = {Climate Informatics 2019}, + address = {Paris, France}, + project = {sedal} +} +@inproceedings{Schlund19ci, + title = {{Reducing uncertainties in projected gross primary production using gradient boosted regression trees}}, + author = {Manuel Schlund, Veronika Eyring, Gustau Camps-Valls, Pierre Friedlingstein, Pierre Gentine, Markus Reichstein}, + year = 2019, + month = {2-4 October 2019}, + booktitle = {Climate Informatics 2019}, + address = {Paris, France}, + project = {sedal,usmile} +} +@inproceedings{CampsValls19phiweekPhysics, + title = {{Physics-aware Machine Learning in Earth Observation}}, + author = {Gustau Camps-Valls, Daniel H. Svendsen, Adrian Pérez-Suay, Emiliano Diaz, Luca Martino, Zhu Li, Dino Sejdinovic}, + year = 2019, + month = {9-13 September 2019.}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{CampsValls19phiweekCausality, + title = {{Inferring Causal Relations in Earth Observation: Methods, Applications and a Web-platform}}, + author = {Gustau Camps-Valls, Jordi Muñoz-Marí, Emiliano Diaz, Adrian Pérez-Suay, Alvaro Moreno, Dino Sejdinovic, Jakob Runge}, + year = 2019, + month = {9-13 September 2019.}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{mateo-garcia_flood_2019, + title = {{Flood Detection On Low Cost Orbital Hardware}}, + author = {Mateo-Garcia, Gonzalo and Oprea, Silviu and Smith, Lewis and Veitch-Michaelis, Josh and Schumann, Guy and Gal, Yarin and Baydin, Atılım Güneş and Backes, Dietmar}, + year = 2019, + month = dec, + booktitle = {Artificial {Intelligence} for {Humanitarian} {Assistance} and {Disaster} {Response} {Workshop}, 33rd {Conference} on {Neural} {Information} {Processing} {Systems} ({NeurIPS} 2019), {Vancouver}, {Canada}}, + url = {http://arxiv.org/abs/1910.03019}, + urldate = {2019-10-23}, + note = {arXiv: 1910.03019} +} +@inproceedings{mateo-garcia_domain_2019, + title = {{Domain Adaptation of Landsat-8 and Proba-V Data Using Generative Adversarial Networks for Cloud Detection}}, + author = {Mateo-García, Gonzalo and Laparra, Valero and Gómez-Chova, Luis}, + year = 2019, + month = jul, + booktitle = {{IGARSS} 2019 - 2019 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + pages = {712--715}, + doi = {https://dx.doi.org/10.1109/IGARSS.2019.8899193}, + note = {ISSN: 2153-6996} +} +@inproceedings{8900244, + title = {{Mapping Carbon Stocks In Central And South America With Smap Vegetation Optical Depth}}, + author = {D. {Chaparro} and G. {Duveiller} and M. {Piles} and M. {Vall-llossera} and A. {Cescatti} and A. {Camps} and D. {Entekhabi}}, + year = 2019, + month = jul, + booktitle = {IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium}, + volume = {}, + number = {}, + pages = {5449--5452}, + doi = {https://doi.org/10.1109/IGARSS.2019.8900244}, + issn = {2153-6996}, + keywords = {carbon;optical radar;remote sensing;remote sensing by laser beam;vegetation;vegetation mapping;mapping carbon stocks;South America;smap Vegetation Optical Depth;climate change mitigation;passive microwave remote sensing;deep canopy layers;Vegetation Optical Depth parameter;optical vegetation indices;airborne Lidar data;higher penetration capacity;airborne carbon maps;SMAP L-band VOD;Vegetation Index;carbon variability;resulting VOD-derived carbon estimates;size 9.0 km;Carbon;Vegetation mapping;L-band;Optical sensors;Forestry;Biomedical optical imaging;Carbon modelling;vegetation optical depth;tropical forests;L-band;climate change.} +} +@inproceedings{8900273, + title = {{Influence of Quality Filtering Approaches in BEC SMOS L3 Soil Moisture Products}}, + author = {M. {Pablos} and M. {Vall-llossera} and M. {Piles} and A. {Camps} and C. {González-Haro} and A. {Turiel} and C. J. {Herbert} and D. {Chaparro} and G. {Portal}}, + year = 2019, + month = jul, + booktitle = {IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium}, + volume = {}, + number = {}, + pages = {6941--6944}, + doi = {https://doi.org/10.1109/IGARSS.2019.8900273}, + issn = {2153-6996}, + keywords = {hydrological techniques;moisture;remote sensing;soil;binning approach;DQX-based L3 SM;BEC SMOS L3 SM products;Quality filtering approaches;BEC SMOS L3 Soil Moisture Products;Global Soil Moisture;Ocean Salinity Level 3 soil moisture products;SMOS Level 2 SM;SM retrievals;Data Quality Index;latest L2 release;DQX-based BEC;Soil moisture;Meteorology;Temperature measurement;Orbits;Filtering;Correlation;Extraterrestrial measurements;SMOS;soil moisture;DQX;chisquared} +} +@inproceedings{8897823, + title = {{Estimation Of Volume Fraction And Gravimetric Moisture Of Winter Wheat Based On Microwave Attenuation: A Field Scale Study}}, + author = {T. {Meyer} and T. {Jagdhuber} and M. {Piles} and A. {Fluhrer} and F. {Jonard}}, + year = 2019, + month = jul, + booktitle = {IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium}, + volume = {}, + number = {}, + pages = {5453--5456}, + doi = {https://doi.org/10.1109/IGARSS.2019.8897823}, + issn = {2153-6996}, + keywords = {crops;microwave measurement;moisture;soil;vegetation;vegetation mapping;wet biomass;winter wheat;ground-based L-band microwave measurements;entire growing cycle;situ measured vegetation characteristics;microwave attenuation;actual water status;plant water;water budget;vegetation volume fraction;volume percentage;solid plant material;gravimetric vegetation water content;Vegetation mapping;Microwave radiometry;Dielectrics;Needles;Microwave measurement;Attenuation;Dielectric measurement;gravimetric vegetation water content;vegetation volume fraction;vegetation optical depth;winter wheat;SMOS;SMAP;L-band} +} +@inproceedings{mateo-garcia_convolutional_2019, + title = {{Convolutional Long Short-Term Memory Network for Multitemporal Cloud Detection Over Landmarks}}, + author = {Mateo-García, Gonzalo and Adsuara, Jose E. and Pérez-Suay, Adrián and Gómez-Chova, Luis}, + year = 2019, + month = jul, + booktitle = {{IGARSS} 2019 - 2019 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, + pages = {210--213}, + doi = {https://dx.doi.org/10.1109/IGARSS.2019.8897832}, + note = {ISSN: 2153-6996} +} +@inproceedings{CampsValls19phiweekAnomaly, + title = {{Hybrid Anomaly Detection to Extract Extreme Events}}, + author = {J. Emmanuel Johnson et al.}, + year = 2019, + month = {9-13 September 2019.}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy} +} +@inproceedings{Verrelst19phiweekEmulation, + title = {{Emulation for approximating radiative transfer modeling: computational efficiency and sensitivity analysis}}, + author = {Jochem Verrelst, Emmanuel Johnson, Pablo Morcillo, Jorge Vicent, Laura Martínez Ferrer, Juan Pablo Rivera, Gustau Camps-Valls}, + year = 2019, + month = {9-13 September 2019.}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{Johnson19icml, + title = {{Information Theory in Density Destructors}}, + author = {Johnson, E. and Laparra, V. and Santos, R. and Camps-Valls, G. and Malo, J}, + year = 2019, + booktitle = {International Conference on Machine Learning - Workshop Invertible Neural Nets and Normalising Flows (INNF)}, + editor = {ICML}, + project = {sedal}, + organization = {ICML}, + arxiv = {https://arxiv.org/abs/2012.01012} +} +@inproceedings{Fan19EGU, + title = {{Quantification of tropical carbon changes using SMOS-IC vegetation optical depth index during 2010-2017}}, + author = {Lei Fan, Jean-Pierre Wigneron, Philippe Ciais, Jérome Chave, Martin Brandt, Rasmus Fensholt, Sassan S Saatchi, Ana Bastos, Amen Al-Yaari, Koen Hufkens, Roberto Fernandez Moran, Arnaud Mialon, Nemesio Jose Rodriguez-Fernandez, Yann Kerr, Feng Tian, and Josep Penuelas}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Mateo19CEBEIB, + title = {{Fusing optical and microwave data using distribution regression for crop yield estimation}}, + author = {Mateo-Sanchis, A. et al.}, + year = 2019, + booktitle = {XVII Conferencia Española y VII Encuentro Iberoamericano de Biometría - CEB-EIB 2019}, + address = {19-21 June 2019, Valencia}, + volume = {}, + organization = {} +} +@inproceedings{Moreno19CEBEIB, + title = {{Upscaling Plant Traits with Bayesian inference Approaches}}, + author = {Moreno, A. et al.}, + year = 2019, + booktitle = {XVII Conferencia Española y VII Encuentro Iberoamericano de Biometría - CEB-EIB 2019}, + address = {19-21 June 2019, Valencia}, + volume = {}, + organization = {} +} +@inproceedings{Piles19LP, + title = {{Learning New Ways to Predict Agricultural Drought from Optical and Microwave Satellites}}, + author = {Piles, M. and Laparra, V. and Padrón, J. A. and Bueso, D. and Sánchez, N. and González-Zamora, Á. and Martínez-Fernández, J. and Camps-Valls G.}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + project = {sedal}, + organization = {ESA} +} +@inproceedings{Escorihuela19LP, + title = {{State of Art of Applications from Low Frequency Passive Microwave}}, + author = {Maria Jose Escorihuela, Nemesio Rodríguez-Fernández, Jennifer Grant, Paolo Ferrazzoli, Thierry Pellarin, Ahmad Albitar, Thomas Kaminski, Maria Piles, Kimmo Rautiainen, Lars Kaleschke, Marion Leduc-Leballeur, Gishlain Picard, Giovanni Macelloni, Mike Schwank, Jacqueline Boutin, Patricia de Rosnay, Yann Kerr}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + organization = {ESA} +} +@inproceedings{Mateo19LP, + title = {{Statistical learning methods and optical/microwave fusion of time series for crop yield prediction}}, + author = {Mateo-Sanchis, A. and Piles, M. and Muñoz-Marí, J. and Chaparro, D. and Adsuara, J. and Pérez-Suay, A. and Camps-Valls G.}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + project = {sedal}, + organization = {ESA} +} +@inproceedings{Moreno19LP, + title = {{Gap filling Sentinel 2 observations in Google Earth Engine: a synergistic Landsat and MODIS Bayesian blending approach}}, + author = {Moreno Martínez, Á. and Izquierdo Verdiguier, E. and Camps-Valls, G. and Robinson, N. and Martino, L. and Maneta M. P. and Allred, B. and Running, S. W.}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + project = {sedal}, + organization = {ESA} +} +@inproceedings{Bueso19LP, + title = {{Revisiting global teleconnection patterns of ENSO over soils and vegetation}}, + author = {Bueso, D. and Piles, M. and Fernandez-Moran, and Camps-Valls, G.}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + organization = {ESA}, + project = {sedal} +} +@inproceedings{Walther19LP, + title = {{Remote sensing to track a bipolar response of forests and grasses to variations in soil water content}}, + author = {Walther, S. and Duveiller, G. and Jung, M. and Guanter, L. and Cescatti, A. and Camps-Valls, G.}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + project = {sedal}, + organization = {ESA} +} +@inproceedings{Wolanin19LP, + title = {{Crop Yield Prediction With Convolutional Neural Networks on Remote Sensing and Meteorological Data}}, + author = {Wolanin, A. and Guanter, L. and Camps-Valls, G.}, + year = 2019, + booktitle = {Living Planet Symposium}, + address = {13-17 May 2019, Milano, Italy}, + volume = {}, + project = {sedal}, + organization = {ESA} +} +@inproceedings{Walther19EGU, + title = {{Remote sensing to track differential responses of forests and grasses to variations in soil water content}}, + author = {Sophia Walther, Gregory Duveiller, Martin Jung, Luis Guanter, Alessandro Cescatti, and Gustau Camps-Valls}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{CampsValls19EGU, + title = {{Learning nonlinear feature representations from spatio-temporal Earth observation data}}, + author = {Gustau Camps-Valls, Diego Bueso, and Maria Piles}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Mateo19EGU, + title = {{Multisensor distribution regression for crop yield estimation}}, + author = {Anna Mateo Sanchis, Jose Adsuara, Maria Piles, Adrián Perez-Suay, Jordi Muñoz-Marí, and Gustau Camps-Valls}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{DiazSalas19EGU, + title = {{Causal inference in Geosciences with multidimensional kernel deviance measures}}, + author = {Emiliano Diaz Salas Porras, Adrian Perez Suay, Valero Laparra, and Gustau Camps-Valls}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal,kermes}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Wolanin19EGU, + title = {{Extracting important features for crop yield prediction with convolutional neural networks on remote sensing and meteorological data}}, + author = {Aleksandra Wolanin, Luis Guanter, Gustau Camps-Valls, and Grégory Duveiller}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Moreno19EGU, + title = {{Convergent cross-mapping for causal Inference in carbon and water fluxes processes}}, + author = {Álvaro Moreno Martínez, Emiliano Díaz, Adrian Pérez Suay, Jose Adsuara, Valero Laparra, María Piles, Jordi Muñoz Marí, Steven W Running, and Gustau Camps-Valls}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Teubner19EGU, + title = {{Using microwave vegetation optical depth for estimating gross primary production}}, + author = {Irene Teubner, Matthias Forkel, Gustau Camps-Valls, Martin Jung, Diego Miralles, Gianluca Tramontana, Robin van der Schalie, Mariette Vreugdenhil, Leander Mösinger, and Wouter Dorigo}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Tramontana19EGU, + title = {{A machine learning based approach for estimating gross carbon dioxide fluxes from eddy covariance net ecosystem exchange measurements}}, + author = {Gianluca Tramontana, Martin Jung, Trevor Keenan, Mirco Migliavacca, Markus Reichstein, Jerome Ogee, Gustau Camps-Valls, and Dario Papale}, + year = 2019, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 21}, + project = {sedal}, + editor = {EGU General Assembly 2019}, + organization = {EGU} +} +@inproceedings{Bueso18med, + title = {{Extraction of SMOS soil moisture and ocean salinity main features across the Mediterranean region over the last decade}}, + author = {Bueso Acevedo, D. and Piles, M. and Ballabrera-Poy, J. and Camps-Valls, G}, + year = 2018, + month = {11-12 December 2018.}, + booktitle = {MED 2018}, + address = {ESA-ESRIN, Frascati (Rome), Italy}, + project = {sedal} +} +@inproceedings{Piles18CCI, + title = {{Assessing memory effects in modeled and remotely sensed soil moisture products}}, + author = {M. Piles, W. Dorigo, R. van der Schalie, A. Gruber, J. Muñoz-Marí, G. Camps-Valls, R. de Jeu}, + year = 2018, + month = {15 November 2018.}, + booktitle = {ESA CCI Soil Moisture Workshop}, + address = {Vienna, Austria}, + project = {sedal} +} +@inproceedings{Runge18agu, + title = {{Causal discovery in Earth system science: State-of-the-art and a new Causality Challenge platform}}, + author = {Runge, J. and Munoz-Marí, J. and Camps-Valls, G.}, + year = 2018, + month = {10-14 December 2018.}, + booktitle = {AGU Fall Meeting}, + address = {Washington, USA}, + project = {sedal} +} +@inproceedings{Moreno18agu, + title = {{Gap fillingof Landsat reflectance time series using Google Earth Engine}}, + author = {Alvaro Moreno, Marco P Maneta, Gustau Camps-Valls, Luca Martino, Nathaniel Robinson, Brady W Allred and Steven W Running}, + year = 2018, + month = {10-14 December 2018.}, + booktitle = {AGU Fall Meeting}, + address = {Washington, USA}, + project = {sedal} +} +@inproceedings{CampsValls18agu, + title = {{Crop Yield Prediction with Nonlinear Distribution Regression}}, + author = {Gustau Camps-Valls, Jose Adsuara, Adrian Perez-Suay Jordi Munoz-Mari, Anna Mateo-Sanchis, Maria Piles}, + year = 2018, + month = {10-14 December 2018.}, + booktitle = {AGU Fall Meeting}, + address = {Washington, USA}, + project = {sedal} +} +@inproceedings{Gomez18phiweeDL, + title = {{Transferring Knowledge between EO Satellite Missions: Proba-V Cloud Detection through Deep Learning}}, + author = {Luis Gomez-Chova, Gonzalo Mateo-Garcia, Gustau Camps-Valls}, + year = 2018, + month = {12-16 November 2018.}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{Gomez18phiweeGEE, + title = {{Exploiting Time on the Google Earth Engine: Cloud Detection of Landsat-8 Time Series}}, + author = {Luis Gomez-Chova, Gonzalo Mateo-Garcia, Jordi Munoz-Mari, Gustau Camps-Valls}, + year = 2018, + month = {12-16 November 2018}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{Ruescas18phiweekHyperlabelme, + title = {{HyperLabelMe: Benchmarking Image Classifiers}}, + author = {Ana Ruescas, Jordi Munoz-Mari, Luis Gomez-Chova, Gonzalo Mateo-Garcia, Emma Izquiedo, Manuel Campos, Gustau Camps-Valls}, + year = 2018, + month = {12-16 November 2018}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{Camps18phiweekPhysics, + title = {{Physics-aware And Explainable Machine Learning}}, + author = {Gustau Camps-Valls, Luis Gomez-Chova, Daniel Svendsen, Diego Bueso, Luca Martino, Adrian Perez, Maria Piles, Valero Laparra, Ana Ruescas}, + year = 2018, + month = {12-16 November 2018}, + booktitle = {The Phi-week - EO Open Science and Future EO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{Camps18phiweekESDC, + title = {{Statistical Distillation of the Earth System Data Cube}}, + author = {Gustau Camps-Valls, Juan Johnson, Valero Laparra, Diego Bueso, Gunnar Brandt, Norman Fomferra, Hans Permana and Miguel Mahecha}, + year = 2018, + month = {12-16 November 2018}, + booktitle = {The Phi-week - EO Open Science and FutureEO}, + address = {ESA-ESRIN, Italy}, + project = {sedal} +} +@inproceedings{Moreno18icei, + title = {{A general framework for global mapping of plant traits with operational satellites and climatological data}}, + author = {Alvaro Moreno Martinez, Gustau Camps-Valls, Jens Kattge, Nuno Carvalhais, Markus Reichstein, Emma Izquierdo, Daniel Heestermans Svendsen and Steven W Running}, + year = 2018, + month = {24-28 September 2018}, + booktitle = {10th International Conference on Ecological Informatics (ICEI)}, + address = {Jena, Germany}, + project = {sedal} +} +@inproceedings{Izquierdo18icei, + title = {{Gross Primary Production and spring onset linked by spatio-temporal data analysis}}, + author = {Emma Izquierdo-Verdiguier, Alvaro Moreno, Raul Zurita-Milla, Gustau Camps-Valls and Steve Running}, + year = 2018, + month = {24-28 September 2018}, + booktitle = {10th International Conference on Ecological Informatics (ICEI)}, + address = {Jena, Germany}, + project = {sedal} +} +@inproceedings{Wigneron20181451, + title = {{SMOS-IC: Current status and overview of soil moisture and VOD applications}}, + author = {Wigneron, J.-P. and Mialon, A. and De Lannoy, G. and Fernandez-Moran, R. and Al-Yaari, A. and Ebrahimi, M. and Rodriguez-Fernandez, N. and Kerr, Y. and Quets, J. and Pellarin, T. and Fan, L. and Tian, F. and Fensholt, R. and Brandt, M.}, + year = 2018, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2018-July}, + pages = {1451--1454}, + doi = {https://doi.org/10.1109/IGARSS.2018.8519382}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85045997450&doi=10.1109%2fIGARSS.2018.8519382&partnerID=40&md5=4fb293e8607d5ce817b6f394f8ca2fe4}, + note = 3, + art_number = 8519382, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Al-Yaari20171566, + title = {{First glance on a revised SMOS soil moisture retrieval algorithm: Evaluation with respect to ECMWF soil moisture simulations}}, + author = {Al-Yaari, A. and Fernandez-Moran, R. and Wigneron, J.-P. and Mialon, A. and Mahmoodi, A. and Bitar, A.A. and Kerr, Y.}, + year = 2017, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2017-July}, + pages = {1566--1569}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127269}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041829989&doi=10.1109%2fIGARSS.2017.8127269&partnerID=40&md5=bc1c15476440fd0f7084f3f8a335a2e6}, + note = {0}, + art_number = 8127269, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Fernandez-Moran20171570, + title = {{SMOS-IC: A revised SMOS product based on a new effective scattering albedo and soil roughness parameterization}}, + author = {Fernandez-Moran, R. and Wigneron, J.-P. and De Lannoy, G. and Lopez-Baeza, E. and Parrens, M. and Mialon, A. and Mahmoodi, A. and Al-Yaari, A. and Bircher, S. and Bitar, A.A. and Richaume, P. and Kerr, Y.}, + year = 2017, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2017-July}, + pages = {1570--1573}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127270}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041834169&doi=10.1109%2fIGARSS.2017.8127270&partnerID=40&md5=40d2dbe4ea5bcf46ad53de8b859d07b1}, + note = {0}, + art_number = 8127270, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Kerr20175584, + title = {{SMOS and applications: First glance at synergistic and new results}}, + author = {Kerr, Y.H. and Wigneron, J.-P. and Mahmoodi, A. and Bitar, A.A. and Mialon, A. and Bircher, S. and Molero, B. and Richaume, P. and Cabot, F. and Rodriguez-Fernandez, N. and Parrens, M. and Al-Yaari, A. and Fernandez, R.}, + year = 2017, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2017-July}, + pages = {5584--5587}, + doi = {https://doi.org/10.1109/IGARSS.2017.8128270}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041854034&doi=10.1109%2fIGARSS.2017.8128270&partnerID=40&md5=290ca6efe5a803c022521e1376a60caa}, + note = {0}, + art_number = 8128270, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Fernandez-Moran2016826, + title = {{Calibrating the effective scattering albedo in the SMOS algorithm: Some first results}}, + author = {Fernandez-Moran, R. and Wigneron, J.-P. and De Lannoy, G. and Lopez-Baeza, E. and Mialon, A. and Mahmoodi, A. and Parrens, M. and Al Bitar, A. and Richaume, P. and Kerr, Y.}, + year = 2016, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2016-November}, + pages = {826--829}, + doi = {https://doi.org/10.1109/IGARSS.2016.7729209}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85007478590&doi=10.1109%2fIGARSS.2016.7729209&partnerID=40&md5=dcc3e0b86532a870ddba9a12608b86f4}, + note = 2, + art_number = 7729209, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Yin20163137, + title = {{Intercomparison of soil moisture retrieved from GNSS-R and passive L-band radiometry at the Valencia Anchor Station}}, + author = {Yin, C. and Lopez-Baeza, E. and Martin-Neira, M. and Fernandez Moran, R. and Peinado-Galan, N. and Navarro, E. and Egido, A. and Mollfulleda, A. and Li, W. and Cao, Y. and Zhu, B. and Yang, D.}, + year = 2016, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2016-November}, + pages = {3137--3139}, + doi = {https://doi.org/10.1109/IGARSS.2016.7729811}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85007504324&doi=10.1109%2fIGARSS.2016.7729811&partnerID=40&md5=f15ee7638609983d1ae1495b14683997}, + note = {0}, + art_number = 7729811, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Al-Yaari20152493, + title = {{Evaluation of the most recent reprocessed SMOS soil moisture products: Comparison between SMOS level 3 V246 and V272}}, + author = {Al-Yaari, A. and Wigneorn, J.P. and Ducharne, A. and Kerr, Y. and Fernandez-Moran, R. and Parrens, M. and Bi-Tar, A.A. and Mialon, A. and Richaume, P.}, + year = 2015, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2015-November}, + pages = {2493--2496}, + doi = {https://doi.org/10.1109/IGARSS.2015.7326316}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84962516563&doi=10.1109%2fIGARSS.2015.7326316&partnerID=40&md5=e6de9ffb651bd8bbb1bab7c1f9f995a9}, + note = 3, + art_number = 7326316, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Fernandez-Moran20155182, + title = {{Analyzing the impact of using the SRP (Simplified roughness parameterization) method on soil moisture retrieval over different regions of the globe}}, + author = {Fernandez-Moran, R. and Wigneron, J.-P. and Lopez-Baeza, E. and Al-Yaari, A. and Bircher, S. and Coll-Pajaron, A. and Mahmoodi, A. and Parrens, M. and Richaume, P. and Kerr, Y.}, + year = 2015, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {2015-November}, + pages = {5182--5185}, + doi = {https://doi.org/10.1109/IGARSS.2015.7327001}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84962577587&doi=10.1109%2fIGARSS.2015.7327001&partnerID=40&md5=d5c6bab90de3ebc6eb1a84436b3f07db}, + note = 2, + art_number = 7327001, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Fernandez-Moran20141947, + title = {{Evaluating the impact of roughness in soil moisture and optical thickness retrievals over the VAS area}}, + author = {Fernandez-Moran, R. and Wigneron, J.-P. and Lopez-Baeza, E. and Salgado-Hernanz, P.M. and Mialon, A. and Miernecki, M. and Alyaari, A. and Parrens, M. and Schwank, M. and Wang, S. and Coll-Pajaron, A. and Lawrence, H. and Kerr, Y.H.}, + year = 2014, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1947--1950}, + doi = {https://doi.org/10.1109/IGARSS.2014.6946841}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911449299&doi=10.1109%2fIGARSS.2014.6946841&partnerID=40&md5=df75f6255d77f8127ea88544866fb2b1}, + note = 7, + art_number = 6946841, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Al-Yaari20142463, + title = {{Compared performances of microwave passive soil moisture retrievals (SMOS) and active soil moisture retrievals (ASCAT) using land surface model estimates (MERRA-LAND)}}, + author = {Al-Yaari, A. and Wigneron, J-.P. and Ducharne, A. and Kerr, Y. and Wagner, W. and Reichle, R. and De Lannoy, G. and Bitar, A. and Dorigo, W. and Parrens, M. and Fernandez, R. and Richaume, P. and Mialon, A.}, + year = 2014, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2463--2466}, + doi = {https://doi.org/10.1109/IGARSS.2014.6946971}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911380716&doi=10.1109%2fIGARSS.2014.6946971&partnerID=40&md5=5603eee3151a2611a51ee6600965e145}, + note = 1, + art_number = 6946971, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Wang20143311, + title = {{Evaluating roughness effects on C-band AMSR-E observations}}, + author = {Wang, S. and Wigneron, J.-P. and Parrens, M. and Al-Yaari, A. and Fernandez-Moran, R. and Jiang, L.-M. and Zeng, J.-Y. and Kerr, Y.}, + year = 2014, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {3311--3314}, + doi = {https://doi.org/10.1109/IGARSS.2014.6947188}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911393114&doi=10.1109%2fIGARSS.2014.6947188&partnerID=40&md5=297fb9713b2bafd1ea58ebfdebfbeea4}, + note = 1, + art_number = 6947188, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{Parrens20144675, + title = {{Global maps of roughness parameters from L-band SMOS observations}}, + author = {Parrens, M. and Wigneron, J.-P. and Richaume, P. and Kerr, Y. and Wang, S. and Alyaari, A. and Fernandez-Moran, R. and Mialon, A. and Escorihuela, M.J. and Grant, J.-P.}, + year = 2014, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {4675--4678}, + doi = {https://doi.org/10.1109/IGARSS.2014.6947536}, + url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911424004&doi=10.1109%2fIGARSS.2014.6947536&partnerID=40&md5=8dc7b0956c65ec00b57095b43d47705f}, + note = 9, + art_number = 6947536, + document_type = {Conference Paper}, + source = {} +} +@inproceedings{CampsValls18oxfordworkshop, + title = {{Machine Learning for Climate: 15 ways to leave your lover}}, + author = {Gustau Camps-Valls}, + year = 2018, + month = {October, 31st - November 1st}, + address = {Machine Learning and Climate Workshop 2018 - Oxford, UK}, + url = {}, + project = {sedal} +} +@inproceedings{CampsValls18ci, + title = {{Unsupervised Deep Feature Learning with Sparse Codes and Gaussianization}}, + author = {Gustau Camps-Valls}, + year = 2018, + month = sep, + address = {Climate Informatics 2018, NCAR, Boulder, US}, + url = {}, + project = {sedal} +} +@inproceedings{Martino18SSP, + title = {{Distributed Particle Metropolis-Hastings schemes}}, + author = {L. Martino and V. Elvira and G. Camps-Valls}, + year = 2018, + month = {June 10-13}, + booktitle = {IEEE Statistical Signal Processing Workshop (SSP)}, + address = {Freiburg, Germany}, + project = {sedal} +} +@inproceedings{Baur18micro, + title = {{Estimation of Vegetation Loss Coefficients and Canopy Penetration Depths from Combination of Multi-Frequency Radiometer and Icesat Lidar Data }}, + author = {Martin Baur and Thomas Jagdhuber and Moritz Link and María Piles and Dara Entekhabi}, + year = 2018, + booktitle = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment} +} +@inproceedings{Fink18micro, + title = {{Estimation of Gravimetric Moisture of Vegetation Using an Attenuation-Based Multi-Sensor Approach}}, + author = {Anita Fink and Thomas Jagdhuber and María Piles and Jennifer Grant and Martin Baur and Moritz Link and Dara Entekhabi}, + year = 2018, + booktitle = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment} +} +@inproceedings{Rossato18, + title = {{Impact of Soil Moisture in Agriculture in the Brazilian Semiarid Using Water Balance and SMOS Satellite Data }}, + author = {Luciana Rossato and Mercè Vall-llossera and Adriano Camps and David Chaparro and María Piles and Jose Antonio Marengo and Alzira Gabrielle Soares Saraiva Souza}, + year = 2018, + booktitle = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment} +} +@inproceedings{Chaparro18Micro, + title = {{Biomass Estimates From L, C and X-Bands VOD Retrievals in South American Tropical Forests}}, + author = {David Chaparro and Grégory Duveiller and Alessandro Cescatti and María Piles and Mercè Vall-llossera and Adriano Camps}, + year = 2018, + booktitle = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment} +} +@inproceedings{Jagdhuber18, + title = {{Single-Pass Estimation of Vegetation Optical Depth and Effective Scattering Albedo Using Physics-Based Multi-Sensor Data Integration}}, + author = {Thomas Jagdhuber and Martin Baur and Moritz Link andMaría Piles and Ruzbeh Akbar and Dara Entekhabi and Carsten Montzka and Jaakko Seppaenen and Oleg Antropov and Jaan Praks}, + year = 2018, + booktitle = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment} +} +@inproceedings{Baur18, + title = {{Multi-Frequency Estimation Of Canopy Penetration Depths From SMAP/AMSR2 Radiometer And Icesat Lidar Data}}, + author = {Martin Baur and Thomas Jagdhuber and Moritz Link and María Piles and Ruzbeh Akbar and Dara Entekhabi}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Brockmann18, + title = {{Validation, satellite comparison and evolution of OLCI products for optically complex waters}}, + author = {Carsten Brockmann and Ana Ruescas and Kerstin Stelzer and Carole Lebreton and Roland Doerffer}, + year = 2018, + month = {March 13-15}, + booktitle = {S3VT meeting}, + address = {EUMETSAT, Darmstadt, Germany} +} +@inproceedings{Vicent18igarss, + title = {{Statistical Learning for End-to-End simulator}}, + author = {Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera-Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Vallas, José Moreno}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Bueso18, + title = {{Nonlinear Complex PCA for Spatio-Temporal Analysis of Global Soil Moisture}}, + author = {Diego Bueso and Maria Piles and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Chaparro18a, + title = {{L-Band Vegetation Optical Depth for Crop Phenology Monitoring and Crop Yield Assessment}}, + author = {David Chaparro and Maria Piles and Mercè Vall-Llossera and Adriano Camps and Alexandra G. Konings and Dara Entekhabi and Thomas Jagdhuber}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Chaparro18b, + title = {{Modelling Forest Decline Using SMOS Soil Moisture and Vegetation Optical Depth}}, + author = {David Chaparro and Maria Piles and Jordi Martínez-Vilalta and Mercè Vall-Llossera and Jordi Vayreda and Mireia Banqué-Casanovas and Adriano Camps}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Chaparro18EGU, + title = {{Biomass estimation in tropical forests using L, C, and X-band Vegetation Optical Depth}}, + author = {D. Chaparro and G. Duveiller and A. Cescatti and M. Piles and M. Vall-llossera and A. Camps}, + year = 2018, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 20}, + editor = {EGU General Assembly 2018}, + organization = {EGU} +} +@inproceedings{Diaz18, + title = {{Consistent Regression of Biophysical Parameters with Kernel Methods}}, + author = {Emiliano Díaz and Adrián Peréz-Suay and Valero Laparra and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal,kermes} +} +@inproceedings{Fink18, + title = {{Estimating Gravimetric Moisture Of Vegetation Using An Attenuation-Based Multi-Sensor Approach}}, + author = {Anita Fink and Thomas Jagdhuber and María Piles and Jennifer Grant and Martin Baur and Moritz Link and Dara Entekhabi}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Garcia18, + title = {{Generation of Global Vegetation Products from Eumetsat AVHRR/MetOp Satellites}}, + author = {Francisco Javier García-Haro and Manuel Campos-Taberner and Beatriz Martínez and Sergio Sánchez-Ruiz and María Amparo Gilabert and Gustau Camps-Valls and Jordi Muñoz-Marí and Valero Laparra and Fernando Camacho and Jorge Sánchez-Zapero and Beatriz Fuster}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Izquierdo18EGU, + title = {{Gross Primary Production and spring onset: spatial-temporal correlation analysis}}, + author = {E. Izquierdo-Verdiguier and A. Moreno and R. Zurita-Milla and G. Camps-Valls and S. Running}, + year = 2018, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 20}, + editor = {EGU General Assembly 2018}, + organization = {EGU}, + project = {sedal} +} +@inproceedings{Johnson18, + title = {{Disentangling Derivatives, Uncertainty and Error in Statistical Models }}, + author = {Juan Emmanuel Johnson and Valero Laparra and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal,kermes} +} +@inproceedings{Johnson18EGU, + title = {{Estimating Information in Earth Data Cubes}}, + author = {J.E. Johnson and E. Diaz and Valero Laparra and M. Mahecha and D. Miralles and G. Camps-Valls}, + year = 2018, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 20}, + project = {sedal}, + editor = {EGU General Assembly 2018}, + organization = {EGU} +} +@inproceedings{Malgrem18, + title = {{Transfer Learning with Convolutional Networks for Atmospheric Parameter Retrieval}}, + author = {David Malmgren-Hansen and Valero Laparra and Allan Aasbjerg Nielsen and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Mateo18a, + title = {{Optimizing Kernel Ridge Regression for Remote Sensing Problems}}, + author = {Gonzalo Mateo-García and Valero Laparra and Luis Gómez-Chova}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal,kermes} +} +@inproceedings{Mateo18b, + title = {{Convolutional Neural Networks For Cloud Screening: Transfer Learning From Landsat-8 To Proba-V}}, + author = {Gonzalo Mateo-García and Luis Gómez-Chova}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Mateo-Sanchis18, + title = {{Gap Filling of Biophysical Parameter Time Series with Multi-Output Gaussian Processes }}, + author = {Anna Mateo-Sanchis and Jordi Muñoz-Marí and Manuel Campos-Taberner and Javier García-Haro and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal,kermes} +} +@inproceedings{Mazeran18, + title = {{OLCI System Vicarious Calibration for Non-standard Atmospheric Correction}}, + author = {Constant Mazeran and Carsten Brockmann and François Steinmetz, and Ana Ruescas}, + year = 2018, + month = {March 13-15}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {EUMETSAT, Darmstadt, Germany} +} +@inproceedings{Mecklenburg18, + title = {{ESA's SMOS Mission: Supporting Agricultural Applications}}, + author = {Susanne Mecklenburg and Matthias Drusch and Yann Kerr and Ahmad Albitar and Nemesio Rodriguez-Fernandez and Maria Jose Escorihuela and Jean-Pierre Wigneron and Maria Piles and Roberto Sabia}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Moreno18, + title = {{Interpolation and Gap Filling of Landsat Reflectance Time Series}}, + author = {Alvaro Moreno and Marco Maneta and Gustau Camps-Valls and Luca Matino and Nathaniel Robinson and Brady Allred and Steve Running}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Moreno18EGU, + title = {{Refining Maximum Light Use Efficiency for Land Carbon Models Using Satellite Data and Climatology}}, + author = {A. Moreno and G. Camps-Valls and J. Kattge and M. Reichstein and S.W. Running}, + year = 2018, + month = may, + booktitle = {European Geosciences Union, EGU General Assembly 2018}, + location = {Vienna, Austria}, + project = {sedal} +} +@inproceedings{Nar18a, + title = {{Sparsity-Driven Digital Terrain Model Extraction}}, + author = {Fatih Nar and Erdal Yilmaz and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Nar18b, + title = {{Randomized RX for Target Detection}}, + author = {Fatih Nar and Adrian Perez-Suay and Jose Antonio Padron and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Padron18, + title = {{Nonlinear Cook Distance for Anomalous Change Detection }}, + author = {Jose A. Padrón Hidalgo and Adrián Pérez-Suay and Fatih Nar and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Piles18, + title = {{Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors}}, + author = {Maria Piles and Robin Van Der Schalie and Alexander Gruber and Gustau Camps-Valls and Robert Parinussa and Wouter Dorigo and Richard De Jeu}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Portal18, + title = {{Microwave And Optical Data Fusion for Global Mapping of Soil Moisture at High Resolution }}, + author = {Gerard Portal and Mercè Vall-Llossera and Maria Piles and Adriano Camps and David Chaparro and Miriam Pablos and Luciana Rossato and Khalid Abouch}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Ruescas18a, + title = {{Retrieval Of Case 2 Water Quality Parameters with Machine Learning}}, + author = {Ana Belen Ruescas and Gonzalo Mateo-Garcia and Gustau Camps-Valls and Martin Hieronymi}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Salvia18, + title = {{Seasonal Analysis of Surface Soil Moisture Dry-Downs in a Land-Atmosphere Hotspot as seen By LSM And Satellite Products}}, + author = {Mercedes Salvia and Romina Ruscica and Anna Sörensson and Jan Polcher and Maria Piles and Haydee Karszenbaum}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Svendsen18a, + title = {{Multioutput Automatic Emulator for Radiative Transfer Models }}, + author = {Daniel Heestermans Svendsen and Luca Martino and Jorge Vicent and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{Svendsen18b, + title = {{Deep Gaussian Processes for Geophysical Parameter Retrieval}}, + author = {Daniel Heestermans Svendsen and Pablo Morales-Álvarez and Rafael Molina and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal,kermes} +} +@inproceedings{Szigazski18, + title = {{Analysis of the Radar Vegetation Index and Assessment of Potential for Improvement}}, + author = {Christoph Szigarski and Thomas Jagdhuber and Martin Baur and Christian Thiel and Mikhail Urbazaev and Marie Parrens and Jean-Pierre Wigneron and María Piles and Kaighin Mccoll and Dara Entekhabi}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain} +} +@inproceedings{Teubner18EGU, + title = {{Analyzing Microwave Vegetation Optical Depth in Relation to Gross Primary Production}}, + author = {I.E. Teubner and M. Forkel and M. Jung and Y.Y. Liu and D.G. Miralles and R. Parinussa and R. van der Schalie and M. Vreugdenhil and C.R. Schwalm and G. Tramontana and G. Camps-Valls and W.A. Dorigo}, + year = 2018, + booktitle = {EGU General Assembly, Geophysical Research Abstracts}, + volume = {Vol. 20}, + project = {sedal}, + editor = {EGU General Assembly 2018}, + organization = {EGU} +} +@inproceedings{Tuia18, + title = {{A Deep Network Approach to Multitemporal Cloud Detection }}, + author = {Devis Tuia and Benjamin Kellenberger and Adrian Pérez-Suay and Gustau Camps-Valls}, + year = 2018, + month = {July 23-28}, + booktitle = {2018 IEEE International Geoscience and Remote Sensing Symposium}, + address = {València, Spain}, + project = {sedal} +} +@inproceedings{CamposTaberner17raqrs, + title = {{Generation of multisource LAI time series for crop assessment}}, + author = {M. Campos-Taberner and F.J. Garcia-Haro and F.J. Nutini and G. Grau-Muedra and G. Camps-Valls and L. Busetto and D. Katsantonis and D. Stavrakoudis and C. Minakou and B. Martinez and S. Sanchez-Ruiz and M.A. Gilabert and L. Gatti and M. Barbieri and F.J. Collivignarelli and F.J. Holecz and D. Stroppiana and M. Boschetti}, + year = 2017, + month = {18-22 September}, + booktitle = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing}, + address = {Torrent, Spain}, + project = {sedal,ermes} +} +@inproceedings{CampsValls17agu_emula, + title = {{Advanced Machine Learning Emulators of Radiative Transfer Models}}, + author = {G. Camps-Valls and J. Verrelst and L. Martino and J. Vicent}, + year = 2017, + booktitle = {American Geophysical Union (AGU) Fall meeting 2017}, + address = {New Orleans, USA, 11-15 December 2017}, + project = {sedal} +} +@inproceedings{CampsValls17agu_gps, + title = {{Large Scale Gaussian Processes for Atmospheric Parameter Retrieval and Cloud Screening}}, + author = {G. Camps-Valls and L. Gomez-Chova and G. Mateo and V. Laparra and Adrian Perez-Suay and J. Munoz-Mari}, + year = 2017, + booktitle = {American Geophysical Union (AGU) Fall meeting 2017}, + address = {New Orleans, USA, 11-15 December 2017}, + project = {sedal} +} +@inproceedings{CampsValls17agu_wood, + title = {{Mapping wood density globally using remote sensing and climatological data}}, + author = {A. Moreno-Martinez and G. Camps-Valls and N. Carvalhais and J. Kattge and N. Robinson and M. Reichstein and B. Allred and S.W. Running}, + year = 2017, + booktitle = {American Geophysical Union (AGU) Fall meeting 2017}, + address = {New Orleans, USA, 11-15 December 2017}, + project = {sedal} +} +@inproceedings{CampsValls17egu, + title = {{Vegetation Monitoring with Gaussian Processes and Latent Force Models}}, + author = {Camps-Valls, G. and Svendsen, D. and Campos, M. and Martino, L. and Luengo, D.}, + year = 2017, + booktitle = {European Geosciences Union General Assembly 2017}, + address = {Vienna, Austria, 23-28 April 2017}, + project = {sedal} +} +@inproceedings{CampsValls17lfmearsl, + title = {{Latent Force Models for Model-Data Integration in Vegetation Monitoring}}, + author = {Martino, L. and Luengo, D. and Camps-Valls, G.}, + year = 2017, + booktitle = {10th EARSeL SIG Imaging Spectroscopy Workshop}, + address = {19-21 April 2017, University of Zurich (Switzerland)}, + project = {sedal} +} +@inproceedings{CampsValls17scia, + title = {{Physics-Aware Gaussian Processes for Earth Observation}}, + author = {G. Camps-Valls and Daniel Svendsen and L. Martino and J. Munoz-Mari and V. Laparra and M. Campos-Taberner and David Luengo}, + year = 2017, + month = {12-14 June}, + booktitle = {Scandinavian Conference on Image Analysis (SCIA)}, + address = {Troms\o, Norway}, + project = {sedal} +} +@inproceedings{GarciaHaro17raqrs, + title = {{The geostationary and polar orbit LSA SAF vegetation products}}, + author = {F.J. Garcia-Haro and M. Campos-Taberner and F. Camacho and B. Martinez and J. Sanchez-Zapero and G. Camps-Valls and S. Sanchez-Ruiz and M.A. Gilabert}, + year = 2017, + month = {18-22 September}, + booktitle = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing}, + address = {Torrent, Spain}, + project = {sedal} +} +@inproceedings{GarciaSobrino17eum, + title = {{Statistical Retrieval of Temperature and Moisture Atmospheric Profiles Benefits from Spatial-Spectral Image Compression}}, + author = {J. Garcia-Sobrino and J. Serra-Sagrista and V. Laparra and X. Calbet and G. Camps-Valls}, + year = 2017, + month = {2-6 October}, + booktitle = {2017 EUMETSAT Meteorological Satellite Conference}, + address = {Rome, Italy}, + url = {http://isp.uv.es/papers/GarciaSobrino17eum.pdf}, + project = {sedal} +} +@inproceedings{GomezChova17raqrs, + title = {{Advances in statistical cloud screening: the Proba-V case study}}, + author = {Gomez-Chova, L. and Mateo-Garcia, G. and Munoz-Mari, J. and Camps-Valls, G.}, + year = 2017, + month = {18-22 September}, + booktitle = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing}, + address = {Torrent, Spain}, + project = {sedal} +} +@inproceedings{Ichii17jpguagu, + title = {{FLUXCOM remote sensing data based CO2 flux products: overview and synthesis}}, + author = {K. Ichii and M. Jung and G. Tramontana and G. Camps-Valls and C. R Schwalm and M. Kondo and D. Papale and M. Reichstein and U. Weber and Y. Yanagi}, + year = 2017, + month = {20-25 May}, + booktitle = {JpGU/AGU Joint Meeting}, + address = {Makuhari Messe, Japan}, + project = {sedal} +} +@inproceedings{Koirala17egu, + title = {{Global distribution of groundwater-vegetation spatial covariation}}, + author = {S. Koirala and Martin Jung and M. Reichstein and Inge E.M. de Graaf and G. Camps-Valls and K. Ichii and D. Papale and B. Raduly and C.R. Schwalm and G. Tramontana and N. Carvalhais}, + year = 2017, + booktitle = {European Geosciences Union General Assembly 2017}, + address = {Vienna, Austria, 23-28 April 2017}, + project = {sedal} +} +@inproceedings{Laparra17eum, + title = {{Nonlinear statistical retrieval of land surface emissivity from infrared sounding data}}, + author = {V. Laparra and J. Munoz-Mari and L. Gomez and X. Calbet and and G. Camps-Valls}, + year = 2017, + month = {2-6 October}, + booktitle = {2017 EUMETSAT Meteorological Satellite Conference}, + address = {Rome, Italy}, + project = {sedal} +} +@inproceedings{Descals17igarss, + title = {{Predicting year of plantation with hyperspectral and lidar data}}, + author = {A. Descals and L. Alonso and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {1780--1783}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127320}, + issn = {}, + keywords = {Gaussian processes;feature extraction;forestry;geophysical image processing;hyperspectral imaging;image classification;learning (artificial intelligence);optical radar;remote sensing by laser beam;vegetation;vegetation mapping;GPC algorithm;Gaussian process classifier;LiDAR data;North Carolina;USA;forest area;forestry management;hyperspectral data;machine learning classifier;morphological feature extraction;plantation year prediction;remote sensing data;spectral feature extraction;textural feature extraction;Feature extraction;Gaussian processes;Hyperspectral imaging;Laser radar;Training;Vegetation;Data fusion;Gaussian process classification;Hyperspectral;LiDAR;Vegetation monitoring}, + project = {sedal,kermes} +} +@inproceedings{Sanchez17igarss, + title = {{Preliminary assessment of an integrated SMOS and MODIS application for global agricultural drought monitoring}}, + author = {N. Sánchez and A. González-Zamora and J. Martínez-Fernández and M. Piles and M. Pablos and B. Wardlow and T. Tadesse and M. Svoboda}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2000--2003}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127374}, + issn = {} +} +@inproceedings{Sabaghy17igarss, + title = {{Comparison of downscaling techniques for high resolution soil moisture mapping}}, + author = {S. Sabaghy and J. Walker and L. Renzullo and R. Akbar and S. Chan and J. Chaubell and N. Das and R. S. Dunbar and D. Entekhabi and A. Gevaert and T. Jackson and O. Merlin and M. Moghaddam and J. Peng and J. Piepmeier and M. Piles and G. Portal and C. Rüdiger and V. Stefan and X. Wu and N. Ye and S. Yueh}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2523--2526}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127508}, + issn = {} +} +@inproceedings{Entekhabi17igarss, + title = {{Smap-based retrieval of vegetation opacity and albedo}}, + author = {D. Entekhabi and A. Konings and M. Piles and N. Das}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2554--2556}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127516}, + issn = {} +} +@inproceedings{Baur17igarss, + title = {{Estimation of vegetation loss coefficients and canopy penetration depths from smap radiometer and ICESat lidar data}}, + author = {M. Baur and T. Jagdhuber and M. Link and M. Piles and D. Entekhabi and A. Fink}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2891--2894}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127602}, + issn = {} +} +@inproceedings{Portal17igarss, + title = {{A spatially consistent downscaling approach for SMOS using an adaptive moving window}}, + author = {G. Portal and M. Vall-llossera and M. Piles and A. Camps and D. Chaparro and M. Pablos and L. Rossato}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {4151--4153}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127915}, + issn = {} +} +@inproceedings{Jaghuber17igarss, + title = {{PHYSICS-based retrieval of scattering albedo and vegetation optical depth using multi-sensor data integration}}, + author = {T. Jagdhuber and M. Baur and M. Link and M. Piles and D. Entekhabi and C. Montzka and J. Seppänen and O. Antropov and J. Praks and A. Löw}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {4322--4325}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127958}, + issn = {} +} +@inproceedings{Piles17igarss, + title = {{Remote sensing of vegetation dynamics in agro-ecosystems using SMAP vegetation optical depth and optical vegetation indices}}, + author = {M. Piles and G. Camps-Valls and D. Chaparro and D. Entekhabi and A. G. Konings and T. Jagdhuber}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {4346--4349}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127964}, + issn = {}, + project = {sedal} +} +@inproceedings{Chaparro17igarss, + title = {{SMAP Multi-Temporal vegetation optical depth retrieval as an indicator of crop yield trends and crop composition}}, + author = {D. Chaparro and M. Vall-llossera and A. Camps and M. Piles and A. G. Konings and D. Entekhabi}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {4362--4365}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127967}, + issn = {} +} +@inproceedings{Laparra17igarss, + title = {{Nonlinear statistical retrieval of surface emissivity from IASI data}}, + author = {V. Laparra and J. Muñoz-Marí and L. Gómez-Chova and X. Calbet and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {5450--5453}, + doi = {https://doi.org/10.1109/IGARSS.2017.8128237}, + issn = {}, + url = {http://isp.uv.es/papers/Laparra17igarss.pdf}, + project = {sedal,kermes}, + keywords = {aerosols;atmospheric composition;atmospheric humidity;atmospheric techniques;emissivity;least squares approximations;regression analysis;remote sensing;troposphere;IASI data;Infrared Atmospheric Sounding Interferometer simulated data;aerosols;continental surfaces;emissivity spectra;high spectral resolution;high-dimensional input-output spaces;infrared sounders;kernel methods;kernel regression model;long-term monitoring;models performance;multioutput statistical regression;nonlinear statistical retrieval;output variables;radiative budget;retrieval problem;spectral emissivity;surface emissivity;trace gases concentration;troposphere properties;Atmospheric modeling;Biological system modeling;Kernel;Linear regression;Standards;Symmetric matrices;Training} +} +@inproceedings{Gomez17igarss, + title = {{Cloud detection machine learning algorithms for PROBA-V}}, + author = {L. Gómez-Chova and G. Mateo-García and J. Muñoz-Marí and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2251--2254}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127437}, + issn = {}, + keywords = {clouds;geophysical image processing;land cover;learning (artificial intelligence);remote sensing;statistical analysis;PROBA-V images;PROBA-V products;automatic cloud detection;cloud detection machine learning algorithms;cloud masking;land cover biophysical parameter retrieval;remote sensing applications;satellite scenes;sea;statistical machine learning techniques;Brightness;Clouds;Feature extraction;Machine learning algorithms;Snow;Support vector machines;Training;ML;Proba-V;cloud detection} +} +@inproceedings{Malmgren17eum, + title = {{Temperature Retrieval with Spatial Noise-aware dimensionality reduction}}, + author = {D. Malmgren-Hansen and V. Laparra and A.A. Nielsen and X. Calbet and G. Camps-Valls}, + year = 2017, + month = {2-6 October}, + booktitle = {2017 EUMETSAT Meteorological Satellite Conference}, + address = {Rome, Italy}, + project = {sedal} +} +@inproceedings{Malmgren17igarss, + title = {{Spatial noise-aware temperature retrieval from infrared sounder data}}, + author = {D. Malmgren-Hansen and V. Laparra and A. A. Nielsen and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {17--20}, + doi = {https://doi.org/10.1109/IGARSS.2017.8126882}, + issn = {}, + project = {sedal} +} +@inproceedings{Martino17eusipcoGMS, + title = {{Group Metropolis Sampling}}, + author = {Martino, L. and Elvira, V. and Camps-Valls, G.}, + year = 2017, + month = aug, + booktitle = {25th European Signal Processing Conference (EUSIPCO)}, + address = {Kos, Greece}, + project = {sedal} +} +@inproceedings{Martino17eusipcoPCV, + title = {{Probabilistic Cross-Validation Estimators for Gaussian Process Regression}}, + author = {Martino, L. and V., L and Camps-Valls, G.}, + year = 2017, + month = aug, + booktitle = {25th European Signal Processing Conference (EUSIPCO)}, + address = {Kos, Greece}, + project = {sedal} +} +@inproceedings{Martino17eusipcoRGS, + title = {{Recycling Gibbs Sampling}}, + author = {Martino, L. and Elvira, V. and Camps-Valls, G.}, + year = 2017, + month = aug, + booktitle = {25th European Signal Processing Conference (EUSIPCO)}, + address = {Kos, Greece}, + project = {sedal} +} +@inproceedings{Martino17igarss, + title = {{Automatic emulator and optimized look-up table generation for radiative transfer models}}, + author = {L. Martino and J. Vicent and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {1457--1460}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127241}, + issn = {}, + keywords = {Gaussian processes;atmospheric techniques;geophysical image processing;interpolation;radiative transfer;Automatic Gaussian Process Emulator methodology;acquisition function;interpolation function;optimized look-up table generation;radiative transfer models;Atmospheric modeling;Gaussian processes;Interpolation;Kernel;Optimization;Table lookup;Toy manufacturing industry;Gaussian process;MODTRAN;Radiative transfer model;emulation;interpolation;look-up table;self-learning}, + project = {sedal,kermes} +} +@inproceedings{Martino17scia, + title = {{Automatic Emulation by Adaptive Relevance Vector Machines}}, + author = {L. Martino and J. Vicent and G. Camps-Valls}, + year = 2017, + month = {12-14 June}, + booktitle = {Scandinavian Conference on Image Analysis (SCIA)}, + address = {Troms\o, Norway}, + project = {sedal} +} +@inproceedings{mateo17igarss, + title = {{Convolutional neural networks for multispectral image cloud masking}}, + author = {G. Mateo-García and L. Gómez-Chova and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2255--2258}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127438}, + issn = {}, + keywords = {feature extraction;geophysical image processing;image classification;learning (artificial intelligence);neural nets;remote sensing;Proba-V multispectral images;V;art methods;cloud masking problems;convolutional neural networks;custom feature extraction;different CNN architectures;end-to-end learning;image classification tasks;multispectral image cloud masking;remote sensing problems;Clouds;Feature extraction;Instruments;Remote sensing;Training;Convolutional neural networks;Proba-V;cloud detection;cloud masking;deep learning} +} +@inproceedings{Morales17igarss, + title = {{Efficient remote sensing image classification with Gaussian processes and Fourier features}}, + author = {P. Morales and A. Pérez-Suay and R. Molina and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2227--2230}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127431}, + issn = {}, + keywords = {Bayes methods;Fourier analysis;Gaussian processes;image classification;learning (artificial intelligence);remote sensing;Fourier frequencies;GPC;Gaussian process classification;Gaussian processes;cloud detection;computational efficiency;kernel functions;multispectral imagery;remote sensing image classification;scale remote sensing data classification;standard random Fourier features approximation;variational Bayes approach;Clouds;Computational efficiency;Computational modeling;Gaussian processes;Kernel;Remote sensing;Standards;Cloud detection;Gaussian Process Classification (GPC);Seviri/MSG;Variational Inference;random Fourier features}, + project = {sedal,kermes} +} +@inproceedings{PabloMorales2017, + title = {{Passive millimeter wave image classification with large scale Gaussian processes}}, + author = {Pablo Morales, A. and Perez-Suay, A. and Molina, R. and Camps-Valls, G. and Katsaggelos, A. K.}, + year = 2017, + month = {17-20 September}, + booktitle = {2017 IEEE International Conference on Image Processing}, + address = {Beijing, China}, + project = {sedal} +} +@inproceedings{PerezSuay17ecmlpkdd, + title = {{Fair Kernel Learning}}, + author = {Perez-Suay, A. and Laparra, V. and Mateo-Garcia, G. and Munoz-Mari, J. and Gomez-Chova, L. and Camps-Valls, G.}, + year = 2017, + month = {18-22 September}, + booktitle = {European Conference on Machine Learning (ECML)}, + address = {Skopje, Macedonia}, + project = {sedal,kermes} +} +@inproceedings{PerezSuay17eum, + title = {{Fast Cloud Detection over Landmarks in MSG/SEVIRI Image Time Series}}, + author = {A. Perez-Suay and J. Amoros-Lopez and L. Gomez-Chova and V. Laparra and J. Munoz-Mari and D. Just and G. Camps-Valls}, + year = 2017, + month = {2-6 October}, + booktitle = {2017 EUMETSAT Meteorological Satellite Conference}, + address = {Rome, Italy}, + project = {sedal} +} +@inproceedings{PerezSuay17igarss, + title = {{Causal inference in geosciences with kernel sensitivity maps}}, + author = {A. Pérez-Suay and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {763--766}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127064}, + issn = {}, + project = {sedal,kermes} +} +@inproceedings{Ruescas17igarss, + title = {{Retrieval of coloured dissolved organic matter with machine learning methods}}, + author = {A. B. Ruescas and M. Hieronymi and S. Koponen and K. Kallio and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {2187--2190}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127421}, + issn = {}, + keywords = {Gaussian processes;learning (artificial intelligence);polynomials;regression analysis;remote sensing;CDOM measurements;absorption coefficient;coloured dissolved organic matter;established polynomial regression algorithms;humic substance;machine learning methods;most efficient method;natural waters;organic matter concentration;remote sensing signals;simplest method;standard measure;Ground penetrating radar;Kernel;Lakes;Learning systems;Linear regression;Radio frequency;Sea measurements;Absorbing Waters;CDOM concentrations;Linear Regression;Machine Learning Methods;Remote Sensing}, + project = {sedal,kermes}, + preprint = {http://isp.uv.es/papers/poster-igarss-ruescas17} +} +@inproceedings{Svendsen17igarss, + title = {{Joint Gaussian processes for inverse modeling}}, + author = {D. H. Svendsen and L. Martino and M. Campos-Taberner and G. Camps-Valls}, + year = 2017, + month = jul, + booktitle = {2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = {}, + number = {}, + pages = {3980--3983}, + doi = {https://doi.org/10.1109/IGARSS.2017.8127872}, + issn = {}, + keywords = {Gaussian processes;inverse problems;radiative transfer;vegetation mapping;LAI retrieval;Landsat data;PROSAIL model;RTM-simulated data;joint Gaussian process;leaf area index;nonparametric statistical inversion model;radiance data;radiative transfer model equations;remote sensing;Biological system modeling;Computational modeling;Data models;Gaussian processes;Inverse problems;Kernel;Remote sensing;Forward;Gaussian process regression;Vegetation monitoring;inverse;kernel methods;modeling}, + project = {sedal,kermes} +} +@inproceedings{Svendsen17raqrs, + title = {{Advances in statistical biophysical parameter retrieval}}, + author = {Svendsen, D. and Martino, L. and Gomez-Chova, L. and Munoz-Mar{i}, J. and Garcia-Haro, J. and M. Campos-Taberner and Camps-Valls, G.}, + year = 2017, + month = {18-22 September}, + booktitle = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing}, + address = {Torrent, Spain}, + project = {sedal} +} +@inproceedings{Tramontana17egu, + title = {{Predicting carbon dioxide and energy fluxes with empirical approaches in FLUXNET}}, + author = {G. Tramontana and M. Jung and C. R. Schwalm and K. Ichii and G. Camps-Valls and B. Ráduly and M. Reichstein and M. Altaf Arain and A. Cescatti and G. Kiely and L. Merbold and P. Serrano-Ortiz and S. Sickert and S. Wolf and D. Papale}, + year = 2017, + booktitle = {European Geosciences Union General Assembly 2017}, + address = {Vienna, Austria, 23-28 April 2017}, + project = {sedal} +} +@inproceedings{Tuia17earsl, + title = {{Is My Method Robust To Acquisition Conditions? An Empirical Manifold alignment Perspective}}, + author = {Tuia, D. and Camps-Valls, G.}, + year = 2017, + booktitle = {10th EARSeL SIG Imaging Spectroscopy Workshop}, + address = {19-21 April 2017, University of Zurich (Switzerland)}, + project = {sedal} +} +@inproceedings{Verrelst17artmoearsl, + title = {{Automated Spectral Band Selection for Optimized Vegetation Properties Retrieval Using Gaussian Processes Regression}}, + author = {Verrelst, J. and Rivera, J.P. and Gitelson, A. and Delegido, J. and Wittenberghe, S. and Moreno, J. and Camps-Valls, G.}, + year = 2017, + booktitle = {10th EARSeL SIG Imaging Spectroscopy Workshop}, + address = {19-21 April 2017, University of Zurich (Switzerland)}, + project = {sedal} +} +@inproceedings{Verrelst17emulaearsl, + title = {{Emulation of Radiative Transfer Models: New Opportunities for Spectroscopy Data Processing}}, + author = {Verrelst, J. and Sabater, N. and Rivera, J.P. and Munoz-Mari, J. and Vicent, J. and Moreno, J. and Camps-Valls, G.}, + year = 2017, + booktitle = {10th EARSeL SIG Imaging Spectroscopy Workshop}, + address = {19-21 April 2017, University of Zurich (Switzerland)}, + project = {sedal} +} +@inproceedings{Walther17esasif, + title = {{An intercomparison of SIF vs EO-based vegetation parameters at global scale: what else can we learn about photosynthesis in the temporal dimension?}}, + author = {Walther, S. and Guanter, L. and Duveiller, G. and Cescatti, A. and Jung, M. and Koehler, P. and Camps-Valls, G.}, + year = 2017, + booktitle = {{ESA} Workshop on Remote Sensing of Fluoroscence, Photosynthesis and Vegetation Status}, + address = {17-19 January 2017 at ESA-ESRIN, Frascati, Italy}, + project = {sedal} +} +@inproceedings{balle2016end, + title = {{End-to-end optimized image compression}}, + author = {Ball{\'e}, Johannes and Laparra, Valero and Simoncelli, Eero P}, + year = 2016, + booketitle = {ICLR 2017}, + arxiv = {1611.01704} +} +@inproceedings{Balle16b, + title = {{End-to-end optimization of nonlinear transform codes for perceptual quality}}, + author = {Johannes Ballé and Valero Laparra and Eero P. Simoncelli}, + year = 2016, + journal = {Picture Coding Symposium}, + url = {http://www.kcmweb.de/conferences/pcs2016/}, + arxiv = {https://arxiv.org/abs/1607.05006} +} +@inproceedings{Berardino16, + title = {{Perceptual distortion measured with a gain control model of LGN response.}}, + author = {Berardino, A. and V. Laparra, and J. Balle and E. P. Simoncelli.}, + year = 2016, + journal = {Cosyne: Computational and Systems Neuroscience.}, + url = {http://www.uv.es/lapeva/papers/2016_Cosyne_Berardino.pdf} +} +@inproceedings{CampsValls16cms, + title = {{Monitoring Vegetation From Space with Gaussian Processes and Latent Force Models}}, + author = {Camps-Valls, G.}, + year = 2016, + month = dec, + booktitle = {9th International Conference on Computational and Methodological Statistics, CMStatistics}, + address = {Sevilla, Spain}, + project = {sedal,kermes} +} +@inproceedings{Galan16MODVIS, + title = {{Derivatives and Inverse of a Linear-Nonlinear Multi-Layer Spatial Vision Model}}, + author = {Galan, B. and Martinez-Garcia, M. and Cyriac, P. and Batard, T. and Bertalmio, M. and Malo, J.}, + year = 2016, + booktitle = {Comput. Neurosci. Commons, Proc. MODVIS}, + url = {http://docs.lib.purdue.edu/modvis/2016/session05/3/} +} +@inproceedings{Luengo16mlsp, + title = {{Latent Force Models for Earth Observation Time Series Prediction}}, + author = {Luengo-Garcia, D. and Campos-Taberner, M. and Camps-Valls, G.}, + year = 2016, + month = sep, + booktitle = {2016 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2016)}, + address = {Salerno, Italy}, + url = {http://mlsp2016.conwiz.dk/home.htm}, + project = {sedal} +} +@inproceedings{Malo16ECVPa, + title = {{Image Processing and Visual Neuroscience: a positive feedback story}}, + author = {Malo, J.}, + year = 2016, + booktitle = {Proc. European Conference on Visual Percerption (ECVP)}, + url = {http://www.ub.edu/ecvp/} +} +@inproceedings{Malo16ECVPb, + title = {{ Detecting Diplopia through Eye Movements: A Machine Learning Approach}}, + author = {Galán, B. and Martínez-García,M. and Sanchis-Jurado, V. and Pujol, J. and Malo, J.}, + year = 2016, + booktitle = {Proc. European Conference on Visual Percerption (ECVP)}, + url = {http://www.ub.edu/ecvp/} +} +@inproceedings{Malo16VSS, + title = {{The maximum differentiation competition depends on the Viewing conditions}}, + author = {Malo, J. and Kane, D. and Bertalmio, M.}, + year = 2016, + url = {http://www.visionsciences.org/}, + organization = {Vis. Sci. Soc. Meeting (VSS)} +} +@inproceedings{Marina16ECVP, + title = {{Image Reconstruction from Neural Responses: what can we learn from the analytic inverse?}}, + author = {Martinez-Garcia, M. and Galan, B. and Malo, J.}, + year = 2016, + booktitle = {Proc. European Conference on Visual Percerption (ECVP)}, + url = {http://www.ub.edu/ecvp/} +} +@inproceedings{Marina16MODVIS, + title = {{Towards a functional explanation of the connectivity LGN-V1}}, + author = {Martinez-Garcia, M. and Galan, B. and Martinez-Oter, L. and Malo, J.}, + year = 2016, + booktitle = {Comput. Neurosci. Commons, Proc. MODVIS}, + url = {http://docs.lib.purdue.edu/modvis/2016/session05/2/} +} +@inproceedings{Martino16SSPa, + title = {{Alternative Effective Sample Size measures for Importance Sampling}}, + author = {L. Martino,V. Elvira, F. Louzada}, + year = 2016, + booktitle = {{Proc. IEEE Statistical Signal Processing Workshop (SSP)}}, + url = {http://ssp2016.tsc.uc3m.es/} +} +@inproceedings{Martino16SSPb, + title = {{Weighting a Resampled Particle in Sequential Monte Carlo}}, + author = {L. Martino,V. Elvira, F. Louzada}, + year = 2016, + booktitle = {{Proc. IEEE Statistical Signal Processing Workshop (SSP)}}, + url = {http://ssp2016.tsc.uc3m.es/} +} +@inproceedings{MartinoISBA, + title = {{Group Importance Sampling}}, + author = {L. Martino,V. Elvira, F. Louzada}, + year = 2016, + booktitle = {{ISBA 2016 World Meeting, Sardinia, Italy}}, + url = {http://www.corsiecongressi.com/isba2016/} +} +@inbook{Mateo2016, + title = {{Learning Structures in Earth Observation Data with Gaussian Processes}}, + author = {Mateo, Fernando and Munoz-Mari, Jordi and Laparra, Valero and Verrelst, Jochem and Camps-Valls, Gustau}, + year = 2016, + booktitle = {Advanced Analysis and Learning on Temporal Data: First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers}, + publisher = {Springer International Publishing}, + address = {Cham}, + pages = {78--94}, + doi = {http://dx.doi.org/10.1007/978-3-319-44412-3_6}, + isbn = {978-3-319-44412-3}, + editor = {Douzal-Chouakria, Ahlame and Vilar, Jose A. and Marteau, Pierre-François}, + project = {sedal,kermes} +} +@inproceedings{reichstein16, + title = {{Potential of new machine learning methods for understanding long-term interannual variability of carbon and energy fluxes and states from site to global scale}}, + author = {M. Reichstein and M. Jung and P. Bodesheim and M. Mahecha and F. Gans and E. Rodner and G. Camps-Valls and D. Papaple and G. Tramontana and J. Denzler and D. Baldocchi}, + year = 2016, + booktitle = {AGU Fall Meeting}, + url = {https://agu.confex.com/agu/fm16/meetingapp.cgi/Paper/133025}, + project = {sedal} +} +@inproceedings{Ruescas16CLEO, + title = {{Sentinel-2 Atmospheric Correction Intercomparison over two lakes in Spain and Peru-Bolivia}}, + author = {Ruescas, A.B., Pereira-Sandoval, M., Tenjo, C., Ruiz-verdu, A., Steinmetz, F., De Keukelaere, L.}, + year = 2016, + booktitle = {{Color and Light in tthe Ocean from EO (CLEO)}}, + preprint = {http://isp.uv.es/papers/Ruescas16CLEO.pdf} +} +@inproceedings{Walther2016, + title = {{Space-borne Chlorophyll Fluorescence, Greenness, Vegetation Models and Interannual Variability of Photosynthetic Activity: Spatio-temporal Patterns, Mechanisms, and Environmental Sensitivities}}, + author = {S. Walther and L. Guanter and M. Jung and C. Frankenberg and Y. Sun and M. Forkel and Y. Zhang and G. Duvellier and A. Cescatti and G. Camps-Valls and P. Köhler}, + year = 2016, + booktitle = {AGU Fall Meeting}, + url = {https://agu.confex.com/agu/fm16/meetingapp.cgi/Paper/179882}, + project = {sedal} +} +@inproceedings{7325686, + title = {{Large-scale random features for kernel regression}}, + author = {Laparra, V. and Gonzalez, D.M. and Tuia, D. and Camps-Valls, G.}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {17--20}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325686}, + url = {http://www.igarss2015.org/}, + keywords = {geophysics computing;learning (artificial intelligence);operating system kernels;random processes;regression analysis;remote sensing;Fourier domain;PROSAIL radiative transfer models;Walsh expansions;atmospheric parameter retrieval;biogeophysical parameters;biophysical parameter retrieval;geosciences;high computational cost;infrared sounders;kernel matrix;kernel regression analysis;kernel regression methods;large scale problems;large-scale random features;machine learning algorithms;radiative transfer model inversion;random bases;random kitchen sink method;remote sensing;simulated Sentinel- 2 data;statistical retrieval;Accuracy;Approximation methods;Atmospheric modeling;Biological system modeling;Computational modeling;Kernel;Remote sensing}, + project = {sedal,kermes} +} +@inproceedings{7325843, + title = {{Replacing radiative transfer models by surrogate approximations through machine learning}}, + author = {Verrelst, J. and Rivera, J.P. and Gomez-Dans, J. and Camps-Valls, G. and Moreno, J.}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {633--636}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325843}, + url = {http://www.igarss2015.org/}, + keywords = {geophysical techniques;learning (artificial intelligence);radiative transfer;Earth surface;Emulator toolbox;computational efficiency;data-driven machine learning algorithms;multioutput machine learning regression algorithms;physically-based radiative transfer models;statistical models;sun-induced fluorescence;surrogate approximations;Accuracy;Approximation methods;Biological system modeling;Computational modeling;Fluorescence;Table lookup;Training;ARTMO;Emulator;FLEX;Fluorescence;multi-output regression algorithms} +} +@inproceedings{7325936, + title = {{Sensitivity analysis of Gaussian processes for oceanic chlorophyll prediction}}, + author = {Blix, K. and Camps-Valls, G. and Jenssen, R.}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {996--999}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325936}, + url = {http://www.igarss2015.org/}, + project = {sedal}, + keywords = {Gaussian distribution;ocean composition;oceanographic techniques;regression analysis;remote sensing;GPR ocean chlorophyll content;Gaussian processes regression;SA ocean chlorophyll content;case-1 water condition;case-2 water condition;chlorophyll content mapping;machine learning;nonlinear kernel regression method;oceanic chlorophyll prediction;probabilistic approach;regression process;remotely sensed data;sensitivity analysis;spec- tral bands;Biological system modeling;Gaussian processes;Ground penetrating radar;Oceans;Remote sensing;Sensitivity analysis;Gaussian Process Regression (GPR);Kernel methods;Oceanic Chlorophyll Prediction;Sensitivity Analysis (SA)} +} +@inproceedings{7326341, + title = {{Weakly supervised alignment of multisensor images}}, + author = {Gonzalez, D.M. and Camps-Valls, G. and Tuia, D.}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {2588--2591}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7326341}, + url = {http://www.igarss2015.org/}, + keywords = {geophysical image processing;geophysical techniques;Gaussian radial basis function;WorldView 2 image;geographic image correspondences;image-specific ground truth;manifold alignment;multisensor images supervised alignment;Manifolds;Predictive models;Remote sensing;Semantics;Sensors;Support vector machines;Training} +} +@inproceedings{7326744, + title = {{Shared feature representations of LiDAR and optical images: Trading sparsity for semantic discrimination}}, + author = {Campos-Taberner, M. and Romero, A. and Gatta, C. and Camps-Valls, G.}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {4169--4172}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7326744}, + url = {http://www.igarss2015.org/}, + keywords = {data visualisation;feature extraction;neural nets;optical images;optical radar;pattern clustering;remote sensing by laser beam;remote sensing by radar;clustering data visualization;colored edge filters;derived basis functions;discriminative power;high resolution LiDAR image;joint feature representations;lifetime sparsity score;optical image;population sparsity score;shared feature representations;topological data visualization;unsupervised convolutional neural network;unsupervised spatial-spectral feature extraction;Feature extraction;Image color analysis;Joints;Laser radar;Semantics;Sociology;Statistics} +} +@inproceedings{7326806, + title = {{Ranking drivers of global carbon and energy fluxes over land}}, + author = {Camps-Valls, G. and Jung, M. and Ichii, K. and Papale, D. and Tramontana, G. and Bodesheim, P. and Schwalm, C. and Zscheischler, J. and Mahecha, M. and Reichstein, M.}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {4416--4419}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7326806}, + url = {http://www.igarss2015.org/}, + project = {sedal}, + keywords = {climatology;land surface temperature;remote sensing;vegetation;vegetation mapping;GPP;GPR;Gaussian process regression;anisotropic covariance function;carbon flux;energy flux;global climate change;gross primary production;heat flux;kernel ridge regression;land;land surface temperature;multivariate linear regression;remote sensing;sensitivity maps;vegetation indices;Analytical models;Carbon;Gaussian processes;Ground penetrating radar;Kernel;Land surface temperature;Vegetation mapping;GPP;Gaussian process;carbon;energy;feature ranking;global monitoring;regression} +} +@inproceedings{CampsTaberner15igarss, + title = {{Development of an Earth Observation processing chain for crop biophysical parameters at local scale}}, + author = {M. Campos-Taberner, F.J. García-Haro, A. Moreno, M.A. Gilabert, B. Martínez, S. Sánchez-Ruiz, G. Camps-Valls}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {17--20}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325686}, + url = {http://www.igarss2015.org/}, + project = {sedal,ermes}, + keywords = {geophysics computing;learning (artificial intelligence);operating system kernels;random processes;regression analysis;remote sensing;Fourier domain;PROSAIL radiative transfer models;Walsh expansions;atmospheric parameter retrieval;biogeophysical parameters;biophysical parameter retrieval;geosciences;high computational cost;infrared sounders;kernel matrix;kernel regression analysis;kernel regression methods;large scale problems;large-scale random features;machine learning algorithms;radiative transfer model inversion;random bases;random kitchen sink method;remote sensing;simulated Sentinel- 2 data;statistical retrieval;Accuracy;Approximation methods;Atmospheric modeling;Biological system modeling;Computational modeling;Kernel;Remote sensing} +} +@inproceedings{Gomez15igarss, + title = {{Operational cloud detection in Sentinel-2 image time series}}, + author = {Luis Gomez-Chova, Julia Amoros-Lopez, Antonio Ruiz-Verdu, Jordi Munoz-Marí, and Gustau Camps-Valls}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {17--20}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325686}, + url = {http://www.igarss2015.org/}, + keywords = {geophysics computing;learning (artificial intelligence);operating system kernels;random processes;regression analysis;remote sensing;Fourier domain;PROSAIL radiative transfer models;Walsh expansions;atmospheric parameter retrieval;biogeophysical parameters;biophysical parameter retrieval;geosciences;high computational cost;infrared sounders;kernel matrix;kernel regression analysis;kernel regression methods;large scale problems;large-scale random features;machine learning algorithms;radiative transfer model inversion;random bases;random kitchen sink method;remote sensing;simulated Sentinel- 2 data;statistical retrieval;Accuracy;Approximation methods;Atmospheric modeling;Biological system modeling;Computational modeling;Kernel;Remote sensing} +} +@inproceedings{LaparrcrS15, + title = {{Spatial/spectral information trade-off in hyperspectral images}}, + author = {Valero Laparra and Raúl Santos-Rodríguez}, + year = 2015, + booktitle = {2015 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2015, Milan, Italy, July 26-31, 2015}, + publisher = {IEEE}, + pages = {1124--1127}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325968}, + isbn = {978-1-4799-7929-5}, + url = {http://www.igarss2015.org/}, + researchr = {http://researchr.org/publication/LaparrcrS15} +} +@inproceedings{Longbotham:15, + title = {{Measuring the Spatial and Spectral Performance of WorldView-3}}, + author = {Nathan W. Longbotham and Fabio Pacifici and Seth Malitz and William Baugh and Gustau Camps-Valls}, + year = 2015, + journal = {Fourier Transform Spectroscopy and Hyperspectral Imaging and Sounding of the Environment}, + booktitle = {Fourier Transform Spectroscopy and Hyperspectral Imaging and Sounding of the Environment}, + publisher = {Optical Society of America}, + pages = {HW3B.2}, + doi = {http://dx.doi.org/10.1364/HISE.2015.HW3B.2}, + url = {http://www.osapublishing.org/abstract.cfm?URI=HISE-2015-HW3B.2}, + abstract = {The new WorldView-3 satellite provides a unique combination of very high spatial resolution and super-spectral capabilities. This presentation explores the practical and theoretical usefulness of this platform as compared against other hyperspectral and multispectral sensors.}, + keywords = {Remote sensing and sensors ; Optical sensing and sensors ; Passive remote sensing} +} +@inproceedings{Malo15, + title = {{Geometrical and statistical properties of vision models obtained via maximum differentiation}}, + author = {Malo, J. and Simoncelli, E.}, + year = 2015, + booktitle = {SPIE Electronic Imaging}, + pages = {93940L--93940L}, + url = {https://spie.org/publications/journals/journal-of-electronic-imaging}, + organization = {International Society for Optics and Photonics} +} +@inproceedings{Munoz15igarss, + title = {{Biophysical parameter retrieval with warped Gaussian processes}}, + author = {Jordi Munoz-Marí, Jochem Verrelst, Miguel Lazaro-Gredilla and Gustau Camps-Valls}, + year = 2015, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International}, + pages = {17--20}, + doi = {http://dx.doi.org/10.1109/IGARSS.2015.7325686}, + url = {http://www.igarss2015.org/}, + keywords = {geophysics computing;learning (artificial intelligence);operating system kernels;random processes;regression analysis;remote sensing;Fourier domain;PROSAIL radiative transfer models;Walsh expansions;atmospheric parameter retrieval;biogeophysical parameters;biophysical parameter retrieval;geosciences;high computational cost;infrared sounders;kernel matrix;kernel regression analysis;kernel regression methods;large scale problems;large-scale random features;machine learning algorithms;radiative transfer model inversion;random bases;random kitchen sink method;remote sensing;simulated Sentinel- 2 data;statistical retrieval;Accuracy;Approximation methods;Atmospheric modeling;Biological system modeling;Computational modeling;Kernel;Remote sensing} +} +@inproceedings{Verrelst15earsl, + title = {{Advanced dimensionality reduction and active learning for imaging spectroscopy statistical retrieval}}, + author = {J. Verrelst, J.P. Rivera, S. Dethier, J. Muñoz, G. Camps-Valls, J. Moreno}, + year = 2015, + month = jul, + booktitle = {9th EARSeL SIG Imaging Spectroscopy workshop}, + address = {14-16 April 2015, Trier University, Germany}, + doi = {http://dx.doi.org/}, + url = {http://www.earsel2015.com/} +} +@inproceedings{alcsm14, + title = {{Lossless coding of hyperspectral images with Principal Polynomial Analysis}}, + author = {Naoufal Amrani and Valero Laparra and Gustavo Camps-Valls and Joan Serra-Sagristà and Jesus Malo}, + year = 2014, + month = oct, + booktitle = {IEEE International Conference on Image Processing, ICIP14}, + url = {https://www.google.es/?gfe_rd=cr&ei=EOcyWPrbGIvY8gfZjaXoDw#q=IEEE+International+Conference+on+Image+Processing%2C+ICIP14} +} +@inproceedings{Amrani20144023, + title = {{Lossless coding of hyperspectral images with principal polynomial analysis}}, + author = {Amrani, N. and Laparra, V. and Camps-Valls, G. and Serra-Sagrista, J. and Malo, J.}, + year = 2014, + journal = {2014 IEEE International Conference on Image Processing, ICIP 2014}, + pages = {4023--4026}, + doi = {http://dx.doi.org/10.1109/ICIP.2014.7025817}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84949928772&partnerID=40&md5=ae2a9a141073e8d69b39f4b36a1b57aa}, + note = {0}, + art_number = 7025817, + document_type = {Conference Paper} +} +@inproceedings{c14, + title = {{A family of kernel anomaly change detectors}}, + author = {Nathan Longbotham G. Camps-Valls}, + year = 2014, + month = jun, + journal = {IEEE Workshop on Hyperspectral Image and Signal Processing, Whispers}, + address = {Lausanne, Switzerland}, + url = {http://www.magellium.com/blog/whisper-2014-6th-workshop-on-hyperspectral-image-and-signal-processing-evolution-in-remote-sensing-2/} +} +@inproceedings{cgccgmmsm14, + title = {{Prototyping of physically based methods to retrieve leaf area index and canopy water content from satellite data}}, + author = {M. Campos-Taberner and F. J. García-Haro and F. Camacho and G. Camps-Valls and M. A. Gilabert and B. Martínez and A. Moreno and S. Sánchez and J. Meliá}, + year = 2014, + journal = {Recent Advantages in Quantitative Remote Sensing, RAQRS}, + address = {Torrent, València}, + url = {http://ipl.uv.es/raqrs4/} +} +@inproceedings{clmgcha14, + title = {{Advances in Non-linear Retrievals for IASI and MTG-IRS Hyperspectral Infrared Sounders}}, + author = {G. Camps and Valero Laparra and Jordi Muñoz and Luis Gómez and Xavier Calbet and Tim Hultberg and Thomas August}, + year = 2014, + month = sep, + booktitle = {EUMETSAT Meteorological Satellite Conference}, + address = {Geneva, Switzerland}, + pages = {22--26}, + url = {http://www.eumetsat.int/website/home/News/ConferencesandEvents/DAT_2076129.html} +} +@inproceedings{garimc14, + title = {{Sentinel-2 image time series: Cloud detection in the Cloud}}, + author = {L. Gómez-Chova and J. Amorós-López and A. Ruiz-Verdú and E. Izquierdo and J. Muñoz-Marí and G. Camps-Valls}, + year = 2014, + month = may, + booktitle = {SENTINEL-for Science Workshop 2014}, + address = {ESA-ESRIN, Frascati, Italy, on the 20th, 21st and 22nd}, + volume = 2, + url = {http://seom.esa.int/S2forScience2014/} +} +@inproceedings{gblcs14, + title = {{Impact of near-lossless compression of IASI L1C data on statistical retrieval of atmospheric profiles}}, + author = {Joaquin Garcia-Sobrino and Ian Blanes and Valero Laparra and Gustau Camps-Valls and Joan Serra-Sagristà}, + year = 2014, + month = oct, + address = {4th International Workshop on On-Board Payload Data Compression (OBPDC)}, + url = {http://esaconferencebureau.com/2014-events/14c13/introduction} +} +@inproceedings{Gomez-Chova2014, + title = {{Cloud masking of multitemporal remote sensing images}}, + author = {Gómez-Chova, L. and Amorós-López, J. and Muñoz-Marí, J. and Camps-Valls, G.}, + year = 2014, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 9244, + doi = {http://dx.doi.org/10.1117/12.2067193}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84923064100&partnerID=40&md5=38a1b04cdda35378b58b817f40aaaf4d}, + note = {0}, + art_number = 924411, + document_type = {Conference Paper} +} +@inproceedings{Jacobs20142953, + title = {{Spectral adaptation of hyperspectral flight lines using VHR contextual information}}, + author = {Jacobs, J.P. and Thoonen, G. and Tuia, D. and Camps-Valls, G. and Kempeneers, P. and Scheunders, P.}, + year = 2014, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2953--2956}, + doi = {http://dx.doi.org/10.1109/IGARSS.2014.6947096}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84911413893&partnerID=40&md5=0c188c8b56e3476eb5bb10b9463a8edb}, + note = {0}, + art_number = 6947096, + document_type = {Conference Paper} +} +@inproceedings{jicptssr14, + title = {{An ensemble of global high-resolution products of energy fluxes over land}}, + author = {Martin Jung and Kazuhito Ichii and G. Camps-Valls and Dario Papale and Gianluca Tramontana and Sven Sickert and Christopher Schwalm and Markus Reichstein}, + year = 2014, + month = jul, + booktitle = {7th International Scientific Conference on the Global Water and Energy Cycle, GEWEX 2014}, + address = {The Hague, the Netherlands}, + pages = {14--17}, + url = {http://www.gewex.org/gewex-content/files_mf/1432213682Aug2014.pdf} +} +@inproceedings{lmc14, + title = {{Dimensionality Reduction via Regression on Hyperspectral Infrared Sounding Data}}, + author = {Valero Laparra and Jesús Malo and G. Camps-Valls}, + year = 2014, + month = jun, + journal = {IEEE Workshop on Hyperspectral Image and Signal Processing, Whispers}, + address = {2014, Lausanne, Switzerland}, + url = {http://www.magellium.com/blog/whisper-2014-6th-workshop-on-hyperspectral-image-and-signal-processing-evolution-in-remote-sensing-2/} +} +@inproceedings{lpbc14, + title = {{Pre-launch assessment of Worldview-3 information content}}, + author = {N. Longbotham and F. Pacifici and B. Baugh and G. CampsValls}, + year = 2014, + month = jun, + journal = {IEEE Workshop on Hyperspectral Image and Signal Processing, Whispers}, + address = {Lausanne, Switzerland}, + pages = {24--27}, + url = {http://www.magellium.com/blog/whisper-2014-6th-workshop-on-hyperspectral-image-and-signal-processing-evolution-in-remote-sensing-2/} +} +@inproceedings{mscum14, + title = {{Prediction of black carbon concentration in an urban site via advanced regression}}, + author = {C. Marcos and S. Segura and G. Camps-Valls and P. Utrillas and A. Martínez-Lozano}, + year = 2014, + month = jul, + booktitle = {Iberian Meeting on Aerosol Science and Technology, RICTA}, + address = {Tarragona, Catalunya, Spain}, + pages = {7--9}, + url = {http://wwwa.fundacio.urv.cat/congressos/ricta} +} +@inproceedings{rcc14, + title = {{Unsupervised Deep Feature Extraction of Hyperspectral Images}}, + author = {Adriana Romero and Carlo Gatta, and G. Camps-Valls}, + year = 2014, + month = jun, + journal = {IEEE Workshop on Hyperspectral Image and Signal Processing, Whispers}, + address = {Lausanne, Switzerland} +} +@inproceedings{tjibcsrp14, + title = {{FLUXCOM, towards an ensemble of improved global data-driven products: cross-validation at site level and global scale}}, + author = {Gianluca Tramontana and Martin Jung and Kazuhito Ichii and Anthony Bloom and Gustau Camps-Valls and Christopher Schwalm and Markus Reichstein and Dario Papale}, + year = 2014, + month = sep, + booktitle = {Global change research symposium - Human and Ecosystem Response to Global Change: Evidence and Application}, + address = {Ostuni, Brindisi - Italy}, + volume = 2014, + pages = {16--18} +} +@inproceedings{Tuia2014912, + title = {{Unsupervised alignment of image manifolds with centrality measures}}, + author = {Tuia, D. and Volpi, M. and Camps-Valls, G.}, + year = 2014, + journal = {Proceedings - International Conference on Pattern Recognition}, + pages = {912--917}, + doi = {http://dx.doi.org/10.1109/ICPR.2014.167}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84919897481&partnerID=40&md5=0d2c8a6c90f60bc063d4e8f43cf1cee4}, + note = 1, + art_number = 6976877, + document_type = {Conference Paper} +} +@inproceedings{vrmacm14, + title = {{Advanced retrieval methods for leaf chlorophyll content in support of global mapping of vegetation fluorescence}}, + author = {Jochem Verrelst and Juan Pablo Rivera and Jordi Muñoz and Luis Alonso and G. Camps-Valls and Jose Moreno}, + year = 2014, + month = feb, + booktitle = {GVM (Global Vegetation Monitoring and Modelling)}, + address = {Avignon, France}, + volume = 2, + pages = {3--7} +} +@inproceedings{Amoros-Lopez2013, + title = {{A kernel regression approach to cloud and shadow detection in multitemporal images}}, + author = {Amorós-López, J. and Izquierdo-Verdiguier, E. and Gómez-Chova, L. and Muñoz-Marí, J. and Camps-Valls, G.}, + year = 2013, + journal = {MultiTemp 2013 - 7th International Workshop on the Analysis of Multi-Temporal Remote Sensing Images: "Our Dynamic Environment", Proceedings}, + doi = {http://dx.doi.org/10.1109/Multi-Temp.2013.6866014}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84906902875&partnerID=40&md5=6cc10f1d4621c92e144800f804a28374}, + note = {0}, + art_number = 6866014, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova20132974, + title = {{Kernel change discriminant analysis for multitemporal cloud masking}}, + author = {Gómez-Chova, L. and Izquierdo-Verdiguier, E. and Amorós-López, J. and Muñoz-Marí, J. and Camps-Valls, G.}, + year = 2013, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2974--2977}, + doi = {http://dx.doi.org/10.1109/IGARSS.2013.6723450}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894281930&partnerID=40&md5=357f4137d261a9a3527d45a6ca15c035}, + note = 1, + art_number = 6723450, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova20134391, + title = {{Advances in synergy of AATSR-MERIS sensors for cloud detection}}, + author = {Gomez-Chova, L. and Munoz-Mari, J. and Amoros-Lopez, J. and Izquierdo-Verdiguier, E. and Camps-Valls, G.}, + year = 2013, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {4391--4394}, + doi = {http://dx.doi.org/10.1109/IGARSS.2013.6723808}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894285290&partnerID=40&md5=1bb1192be5456fd618af98b5342ff4b9}, + note = 1, + art_number = 6723808, + document_type = {Conference Paper} +} +@inproceedings{guanter2013mapping, + title = {{Mapping cropland GPP in the north temperate region with space measurements of chlorophyll fluorescence}}, + author = {Guanter, L and Zhang, Y and Jung, M and Joiner, J and Voigt, M and Huete, AR and Zarco-Tejada, P and Frankenberg, C and Lee, J and Berry, JA and others}, + year = 2013, + booktitle = {AGU Fall Meeting Abstracts}, + volume = 1, + pages = {0383} +} +@inproceedings{Jacobs20133112, + title = {{Domain adaptation with Hidden Markov Random Fields}}, + author = {Jacobs, J.-P. and Thoonen, G. and Tuia, D. and Camps-Valls, G. and Haest, B. and Scheunders, P.}, + year = 2013, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {3112--3115}, + doi = {http://dx.doi.org/10.1109/IGARSS.2013.6723485}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894278289&partnerID=40&md5=67ce66bd5aa3929c94dfb98dda33cc3f}, + note = 1, + art_number = 6723485, + document_type = {Conference Paper} +} +@inproceedings{JOL2013, + title = {{Chromatic induction and contrast masking: similar models, different goals?}}, + author = {Sandra Jimenez and Xavier Otazu and Valero Laparra and Jesus Malo}, + year = 2013, + booktitle = {Proceedings of SPIE, the International Society for Optical Engineering} +} +@inproceedings{JOL2013b, + title = {{Visual discrimination and adaptation using non-linear unsupervised learning}}, + author = {Sandra Jimenez and Valero Laparra and Jesus Malo}, + year = 2013, + booktitle = {Proceedings of SPIE, the International Society for Optical Engineering} +} +@inproceedings{Lazaro-Gredilla20133010, + title = {{Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes}}, + author = {Lazaro-Gredilla, M. and Titsias, M.K. and Verrelst, J. and Camps-Valls, G.}, + year = 2013, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {3010--3013}, + doi = {http://dx.doi.org/10.1109/IGARSS.2013.6723459}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894232867&partnerID=40&md5=40316d39d0ba9d2fa9defcb9d03c7561}, + note = {0}, + art_number = 6723459, + document_type = {Conference Paper} +} +@inproceedings{Munoz-Mari2013, + title = {{Multiset Kernel CCA for multitemporal image classification}}, + author = {Muñoz-Marí, J. and Gómez-Chova, L. and Amorós, J. and Izquierdo, E. and Camps-Valls, G.}, + year = 2013, + journal = {MultiTemp 2013 - 7th International Workshop on the Analysis of Multi-Temporal Remote Sensing Images: "Our Dynamic Environment", Proceedings}, + doi = {http://dx.doi.org/10.1109/Multi-Temp.2013.6866020}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84906898026&partnerID=40&md5=dca254c0bb24ff337895cefe33f5aba1}, + note = {0}, + art_number = 6866020, + document_type = {Conference Paper} +} +@inproceedings{Talens20131214, + title = {{Kernel Structural SIMIlarity on hyperspectral images}}, + author = {Talens, V. and Laparra, V. and Malo, J. and Camps-Valls, G.}, + year = 2013, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1214--1217}, + doi = {http://dx.doi.org/10.1109/IGARSS.2013.6722998}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894248181&partnerID=40&md5=dcd8cadb5ea79a794db78ff80fbc53d0}, + note = 1, + art_number = 6722998, + document_type = {Conference Paper} +} +@inproceedings{Verrelst13earsl, + title = {{Recent advances in biophysical parameter retrieval methods – opportunities for Sentinel-2}}, + author = {J. Verrelst, J.P. Rivera, G. Camps-Valls, and J. Moreno}, + year = 2013, + booktitle = {ESA Living Planet Symposium 2013, 09-13 September, Edinbrugh, UK} +} +@inproceedings{Verrelst13earsl2, + title = {{ARTMO's new Machine Learning Regression Algorithm (MLRA) module for semiautomatic mapping of biophysical parameters}}, + author = {Jochem Verrelst, Juan Pablo Rivera, Jordi Muñoz, Luis Alonso, G. Camps-Valls, Jose Moreno}, + year = 2013, + booktitle = {EARSeL 8th SIG-Imaging Spectroscopy Workshop 2013, 08-10 April, Nantes, France} +} +@inproceedings{Volpi20131944, + title = {{Multi-sensor change detection based on nonlinear canonical correlations}}, + author = {Volpi, M. and De Morsier, F. and Camps-Valls, G. and Kanevski, M. and Tuia, D.}, + year = 2013, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1944--1947}, + doi = {http://dx.doi.org/10.1109/IGARSS.2013.6723187}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894231213&partnerID=40&md5=bce6a6f614635ecb961384f037da7eb2}, + note = 1, + art_number = 6723187, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2012, + title = {{Learning with the kernel signal to noise ratio}}, + author = {Gomez-Chova, L. and Camps-Valls, G.}, + year = 2012, + journal = {IEEE International Workshop on Machine Learning for Signal Processing, MLSP}, + doi = {http://dx.doi.org/10.1109/MLSP.2012.6349715}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84870658481&partnerID=40&md5=702f25c382d3d87f1d5c9b3509995474}, + note = {0}, + art_number = 6349715, + document_type = {Conference Paper} +} +@inproceedings{GomezChova2012mikonos, + title = {{Cloud screening from multispectral image time series}}, + author = {Gomez-Chova, L. and Amoros-Lopez, J. and Izquierdo-Verdiguier, E. and Jimenez-Munoz, J.C. and Camps-Valls, G.}, + year = 2012, + booktitle = {EARSel Society}, + address = {Mykonos, Greece, May 2012}, + doi = {http://dx.doi.org/} +} +@inproceedings{Izquierdo-Verdiguier2012, + title = {{Semisupervised kernel orthonormalized partial least squares}}, + author = {Izquierdo-Verdiguier, E. and Arenas-García, J. and Muñoz-Romero, S. and Gómez-Chova, L. and Camps-Valls, G.}, + year = 2012, + journal = {IEEE International Workshop on Machine Learning for Signal Processing, MLSP}, + doi = {http://dx.doi.org/10.1109/MLSP.2012.6349718}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84870695876&partnerID=40&md5=15f78e6b5cf86a59a0321b64c23fde02}, + note = {0}, + art_number = 6349718, + document_type = {Conference Paper} +} +@inproceedings{Izquierdo-Verdiguier20121525, + title = {{Semisupervised nonlinear feature extraction for image classification}}, + author = {Izquierdo-Verdiguier, E. and Gómez-Chova, L. and Bruzzone, L. and Camps-Valls, G.}, + year = 2012, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1525--1528}, + doi = {http://dx.doi.org/10.1109/IGARSS.2012.6351244}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84873146640&partnerID=40&md5=c54f7b31b50105ac645265f49db4233e}, + note = 2, + art_number = 6351244, + document_type = {Conference Paper} +} +@inproceedings{Izquierdo-Verdiguier20127353, + title = {{Including invariances in SVM remote sensing image classification}}, + author = {Izquierdo-Verdiguier, E. and Laparra, V. and Gomez-Chova, L. and Camps-Valls, G.}, + year = 2012, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {7353--7356}, + doi = {http://dx.doi.org/10.1109/IGARSS.2012.6351931}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84873204379&partnerID=40&md5=44ba53ad33720f01d9276610c0169c35}, + note = {0}, + art_number = 6351931, + document_type = {Conference Paper} +} +@inproceedings{Laparra2012, + title = {{Nonlinear data description with Principal Polynomial Analysis}}, + author = {Laparra, V. and Tuia, D. and Jimenez, S. and Camps-Valls, G. and Malo, J.}, + year = 2012, + journal = {IEEE International Workshop on Machine Learning for Signal Processing, MLSP}, + doi = {http://dx.doi.org/10.1109/MLSP.2012.6349786}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84870708190&partnerID=40&md5=550361e2455a3174df7f4de5547c2955}, + note = {0}, + art_number = 6349786, + document_type = {Conference Paper} +} +@inproceedings{6005053, + title = {{Multitemporal fusion of Landsat and MERIS images}}, + author = {Amoros-Lopez, J. and Gómez-Chova, L. and Guanter, L. and Alonso, L. and Moreno, J. and Camps-Valls, G.}, + year = 2011, + month = jul, + booktitle = {Analysis of Multi-temporal Remote Sensing Images (Multi-Temp), 2011 6th International Workshop on the}, + pages = {81--84}, + doi = {http://dx.doi.org/10.1109/Multi-Temp.2011.6005053}, + keywords = {AD 2004;Albacete;ENVISAT sensor;Earth dynamics;Landsat TM sensor;Landsat multitemporal fusion;MERIS image multitemporal fusion;MERIS sensor;NDVI;Spain;agricultural monitoring method;cloud cover probability;coarser spatial resolution;environmental change analysis;high spatial resolution sensors;image time series;land cover change;land use change;remote sensing community;temporal image series;temporal resolution;vegetation dynamics monitoring;agriculture;geophysical image processing;image fusion;image resolution;image sensors;terrain mapping;time series;vegetation mapping;} +} +@inproceedings{6050035, + title = {{Kernel entropy component analysis in remote sensing data clustering}}, + author = {Gómez-Chova, Luis and Jenssen, Robert and Camps-Valls, Gustavo}, + year = 2011, + month = jul, + booktitle = {Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International}, + pages = {3728--3731}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6050035}, + issn = {2153-6996} +} +@inproceedings{Camps-Valls2011, + title = {{Support vector machines in remote sensing: The tricks of the trade}}, + author = {Camps-Valls, G.}, + year = 2011, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 8180, + doi = {http://dx.doi.org/10.1117/12.903949}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-81755167010&partnerID=40&md5=104e2ae4e4dedba3f5ccbf49e35b55c2}, + note = {0}, + art_number = {81800B}, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls20112813, + title = {{Kernel-based retrieval of atmospheric profiles from IASI data}}, + author = {Camps-Valls, G. and Laparra, V. and Muñoz-Marí, J. and Gómez-Chova, L. and Calbet, X.}, + year = 2011, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2813--2816}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6049799}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80955159843&partnerID=40&md5=4dfc79fc8b30388ca0d9ce9a1425cfb6}, + note = 2, + art_number = 6049799, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova20113570, + title = {{Explicit signal to noise ratio in reproducing kernel Hilbert spaces}}, + author = {Gómez-Chova, L. and Nielsen, A.A. and Camps-Valls, G.}, + year = 2011, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {3570--3573}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6049993}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80955159602&partnerID=40&md5=d3300dbb188f6740765b5cbf466590f1}, + note = 3, + art_number = 6049993, + document_type = {Conference Paper} +} +@incollection{Laparra11complex, + title = {{Complex-Valued Independent Component Analysis of Natural Images}}, + author = {Laparra, Valero and Gutmann, MichaelU. and Malo, Jesús and Hyvärinen, Aapo}, + year = 2011, + booktitle = {Artificial Neural Networks and Machine Learning – ICANN 2011}, + publisher = {Springer Berlin Heidelberg}, + series = {Lecture Notes in Computer Science}, + volume = 6792, + pages = {213--220}, + doi = {10.1007/978-3-642-21738-8_28}, + isbn = {978-3-642-21737-1}, + url = {http://dx.doi.org/10.1007/978-3-642-21738-8_28}, + editor = {Honkela, Timo and Duch, Włodzisław and Girolami, Mark and Kaski, Samuel}, + keywords = {Complex Independent Components Analysis; Natural Image Statistics; Modeling Fourier phase distribution} +} +@inproceedings{Laparra20114180, + title = {{Principal polynomial analysis for remote sensing data processing}}, + author = {Laparra, V. and Tuia, D. and Jiménez, S. and Camps-Valls, G. and Malo, J.}, + year = 2011, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {4180--4183}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6050151}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80955167647&partnerID=40&md5=e82e8114b4e6750b6ca82abba0e96ea4}, + note = 2, + art_number = 6050151, + document_type = {Conference Paper} +} +@inproceedings{Talens2011527, + title = {{Kernel image similarity criterion}}, + author = {Talens, V. and Moreno, J. and Camps-Valls, G.}, + year = 2011, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {527--530}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6049181}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80955148118&partnerID=40&md5=7927db3178194c936f3406aca042e5fc}, + note = 1, + art_number = 6049181, + document_type = {Conference Paper} +} +@inproceedings{Tuia20112653, + title = {{Large scale semi-supervised image segmentation with active queries}}, + author = {Tuia, D. and Muñoz-Marí, J. and Camps-Valls, G.}, + year = 2011, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2653--2656}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6049748}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80955136713&partnerID=40&md5=1e3fa0ae180753574177fa56357cf1ac}, + note = 1, + art_number = 6049748, + document_type = {Conference Paper} +} +@inproceedings{Tuia20114148, + title = {{Explicit recursivity into reproducing kernel Hilbert spaces}}, + author = {Tuia, D. and Camps-Valls, G. and Martinez-Ramon, M.}, + year = 2011, + journal = {ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings}, + pages = {4148--4151}, + doi = {http://dx.doi.org/10.1109/ICASSP.2011.5947266}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80051654279&partnerID=40&md5=cf5a0d7fce1afb80c76b713ae4ebcc2c}, + note = 1, + art_number = 5947266, + document_type = {Conference Paper} +} +@inproceedings{Volpi2011106, + title = {{Unsupervised change detection in the feature space using kernels}}, + author = {Volpi, M. and Tuia, D. and Camps-Valls, G. and Kanevski, M.}, + year = 2011, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {106--109}, + doi = {http://dx.doi.org/10.1109/IGARSS.2011.6048909}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-80955145168&partnerID=40&md5=059392d488dc1bd8df142fd221c2557d}, + note = 1, + art_number = 6048909, + document_type = {Conference Paper} +} +@inproceedings{Alonso10, + title = {{Empirical and statistical approaches for the improved retrieval of chlorophyll and LAI from Sentinel-2 data}}, + author = {Verrelst, J. and Alonso, L. and Camps-Valls, G. and Moreno, J.}, + year = 2010, + booktitle = {ESA Living Planet Symposium 2010}, + location = {Bergen, Norway} +} +@inproceedings{AmorosIGARSS10, + title = {{Multi-resolution Spatial Unmixing for MERIS and Landsat Image Fusion}}, + author = {Amoros, Julia and G{ó}mez-Chova, Luis and Guanter, Luis and Alonso, Luis and Moreno, Jose and Camps-Valls, Gustavo}, + year = 2010, + month = jul, + booktitle = {IEEE International Geoscience and Remote Sensing Symposium, IGARSS'2010}, + location = {Hawaii, USA}, + pages = {3672--3675} +} +@inproceedings{AmorosLP10, + title = {{ENVISAT/MERIS and Landsat/TM Image Fusion using a Multi-Resolution Linear Unmixing}}, + author = {Amoros Lopez, J. and Gómez Chova, L. and Guanter, L. and Alonso, L. and Camps-Valls, G. and Moreno, J.}, + year = 2010, + month = jun, + booktitle = {European Space Agency Living Planet Symposium}, + location = {Bergen, Norway}, + publisher = {ESA SP-686, ESA Publications Division} +} +@inproceedings{Armengot2010432, + title = {{Adaptive kernel ridge regression for image denoising}}, + author = {Armengot, M. and Laparra, V. and Gómez-Chova, L. and Malo, J. and Camps-Valls, G.}, + year = 2010, + journal = {Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2010}, + pages = {432--437}, + doi = {http://dx.doi.org/10.1109/MLSP.2010.5588824}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78449312090&partnerID=40&md5=c9421ab0d83dc1c977e1c20f69c2aff2}, + note = {0}, + art_number = 5588824, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2010, + title = {{Nonlinear retrieval of atmospheric profiles from MetOp-IASI and MTG-IRS data}}, + author = {Camps-Valls, G. and Guanter, L. and Muñoz-Marí, J. and Gómez-Chova, L. and Calbet, X.}, + year = 2010, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7830, + doi = {http://dx.doi.org/10.1117/12.864928}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78649735151&partnerID=40&md5=21792e80bb0499446033577799c854bb}, + note = {0}, + art_number = {78300Z}, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2010828, + title = {{Estimating biophysical variable dependences with kernels}}, + author = {Camps-Valls, G. and Tuia, D. and Laparra, V. and Malo, J.}, + year = 2010, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {828--831}, + doi = {http://dx.doi.org/10.1109/IGARSS.2010.5651508}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78650913820&partnerID=40&md5=8f80f8d05a05fa88e6e51844078748cc}, + note = {0}, + art_number = 5651508, + document_type = {Conference Paper} +} +@inproceedings{Erkan2010313, + title = {{Semi-supervised remote sensing image classification via maximum entropy}}, + author = {Erkan, A.N. and Camps-Valls, G. and Altun, Y.}, + year = 2010, + journal = {Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2010}, + pages = {313--318}, + doi = {http://dx.doi.org/10.1109/MLSP.2010.5589199}, + url = 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{European Space Agency Living Planet Symposium}, + location = {Bergen, Norway}, + publisher = {ESA SP-686, ESA Publications Division} +} +@inproceedings{Leiva-Murillo2010, + title = {{Multitask SVM learning for remote sensing data classification}}, + author = {Leiva-Murillo, J.M. and Gómez-Chova, L. and Camps-Valls, G.}, + year = 2010, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7830, + doi = {http://dx.doi.org/10.1117/12.865045}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78649752966&partnerID=40&md5=b5f28597a973aafae2331afed8f63255}, + note = {0}, + art_number = {78300L}, + document_type = {Conference Paper} +} +@inproceedings{Moreno10egu, + title = {{Land science with Sentinel-2 and Sentinel-3 data series synergy}}, + author = {Moreno, J. and Guanter, L. and Alonso, L. and Gómez-Chova, L. and Amorós, J. and Camps-Valls, G. and Delegido, J.}, + year = 2010, + month = may, + booktitle = {European Geosciences Union, EGU General Assembly 2010}, + location = {Vienna, Austria} +} +@inproceedings{Tuia20102824, + title = {{Cluster-based active learning for compact image classification}}, + author = {Tuia, D. and Kanevski, M. and Marí, J.M. and Camps-Valls, G.}, + year = 2010, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2824--2827}, + doi = {http://dx.doi.org/10.1109/IGARSS.2010.5650238}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78650886233&partnerID=40&md5=2efded83fbfa6a901a55e03a579ad8f0}, + note = 2, + art_number = 5650238, + document_type = {Conference Paper} +} +@inproceedings{Tuia201041, + title = {{Learning spatial filters for multispectral image segmentation}}, + author = {Tuia, D. and Camps-Valls, G. and Flamary, R. and Rakotomamonjy, A.}, + year = 2010, + journal = {Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2010}, + pages = {41--46}, + doi = {http://dx.doi.org/10.1109/MLSP.2010.5589202}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78449295478&partnerID=40&md5=577714f2ef00091f79a59897ee1d87d4}, + note = {0}, + art_number = 5589202, + document_type = {Conference Paper} +} +@inproceedings{Villa10rarqs, + title = {{STRS (Spectro-Temporal Reflectance Surfaces): a new conceptual framework for the integration of remote sensing data from multiple different sensors}}, + author = {Villa, G. and Moreno, J. and Calera, A. and Amorós-López, J. and Camps-Valls, G. Domenech, P. and Garrido, J. and González-Matesanz, J. and Gómez-Chova, L. and Luances, S. and Martínez-Pérez, J.A. and Molina, S. and Ojeda, J. C. and Peces, J.J. and Plaza, N. and Porcuna, J.A. and Tejeiro, J.A. and Valcarcel, N.}, + year = 2010, + month = sep, + booktitle = {{3rd International Symposium on Recent Advances in Quantitative Remote Sensing, RAQRS'III}}, + location = {València, Spain} +} +@inproceedings{Volpi2010, + title = {{Unsupervised change detection by kernel clustering}}, + author = {Volpi, M. and Tuia, D. and Camps-Valls, G. and Kanevski, M.}, + year = 2010, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7830, + doi = {http://dx.doi.org/10.1117/12.864921}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78649733650&partnerID=40&md5=8fa2ef1174ca950d3610129aaa9e56b8}, + note = 3, + art_number = {78300V}, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2009, + title = {{Machine learning in remote sensing dataprocessing}}, + author = {Camps-Valls, G.}, + year = 2009, + journal = {Machine Learning for Signal Processing XIX - Proceedings of the 2009 IEEE Signal Processing Society Workshop, MLSP 2009}, + doi = {http://dx.doi.org/10.1109/MLSP.2009.5306233}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77950950011&partnerID=40&md5=5cb49e1e6d7974b42b958aac547bf0fe}, + note = {0}, + art_number = 5306233, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2009IV69, + title = {{Biophysical parameter estimation with adaptive Gaussian processes}}, + author = {Camps-Valls, G. and Gómez-Chova, L. and Muñoz-Marí, J. and Vila-Francés, J. and Amorós, J. and Del Valle-Tascon, S. and Calpe-Maravilla, J.}, + year = 2009, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 4, + pages = {IV69-IV72}, + doi = {http://dx.doi.org/10.1109/IGARSS.2009.5417372}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77951292034&partnerID=40&md5=ad33e63bd1d1380ae90d0ed205251e18}, + note = 2, + art_number = 5417372, + document_type = {Conference Paper} +} +@inproceedings{Capobianco2009566, + title = {{Semi-supervised kernel target detection in hyperspectral images}}, + author = {Capobianco, L. and Garzelli, A. and Camps-Valls, G.}, + year = 2009, + journal = {ISDA 2009 - 9th International Conference on Intelligent Systems Design and Applications}, + pages = {566--571}, + doi = {http://dx.doi.org/10.1109/ISDA.2009.121}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77949513698&partnerID=40&md5=93b98a7ccf4669a60a10feb9e8fb0a97}, + note = {0}, + art_number = 5364981, + document_type = {Conference Paper} +} +@inproceedings{GomezChova09glob, + title = {{Improved cloud detection by means of the synergistic use of MERIS and AATSR data}}, + author = {Gómez-Chova, L. and Camps-Valls, G. and Muñoz-Marí, J. and Calpe, J. and Moreno, J.}, + year = 2009, + month = mar, + booktitle = {{GlobCloud} Workshop ``Clouds: from satellite observations to atmospheric modelling''}, + location = {Berlin, Germany} +} +@inproceedings{Gomez-Chova2009IV761, + title = {{Cloud screening with combined MERIS and AATSR images}}, + author = {Gómez-Chova, L. and Muñoz-Marí, J. and Izquierdo-Verdiguier, E. and Camps-Valls, G. and Calpe, J. and Moreno, J.}, + year = 2009, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 4, + pages = {IV761-IV764}, + doi = {http://dx.doi.org/10.1109/IGARSS.2009.5417488}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77951273267&partnerID=40&md5=7c707e233251b5e1a7be21059ca5dcaa}, + note = 4, + art_number = 5417488, + document_type = {Conference Paper} +} +@inproceedings{Laparra2009, + title = {{PCA Gaussianization for one-class remote sensing image classification}}, + author = {Laparra, V. and Muñoz-Marí, J. and Camps-Valls, G. and Malo, J.}, + year = 2009, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7477, + doi = {http://dx.doi.org/10.1117/12.834011}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-70350454801&partnerID=40&md5=93643dd2d4585e922dc23927a6633c92}, + note = 1, + art_number = {74770U}, + document_type = {Conference Paper} +} +@inproceedings{Laparra20093985, + title = {{PCA Gaussianization for image processing}}, + author = {Laparra, V. and Camps-Valls, G. and Malo, J.}, + year = 2009, + journal = {Proceedings - International Conference on Image Processing, ICIP}, + pages = {3985--3988}, + doi = {http://dx.doi.org/10.1109/ICIP.2009.5413808}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77951972845&partnerID=40&md5=de5addc4ae97ba0421c91d1be4df3629}, + note = 1, + art_number = 5413808, + document_type = {Conference Paper} +} +@inproceedings{Tuia09mlsp, + title = {{Structured SVM for Remote Sensing Image Classification}}, + author = {Tuia, D. and Kanevski, M. and Mu{ñ}oz-Marí, J. and Camps-Valls, G.}, + year = 2009, + booktitle = {IEEE Workshop on Machine Learning for Signal Processing (MLSP09)}, + address = {Grenoble, France} +} +@inproceedings{Tuia2009, + title = {{Structured output SVM for remote sensing image classification}}, + author = {Tuia, D. and Kanevski, M. and Muñoz-Marí, J. and Camps-Valls, G.}, + year = 2009, + journal = {Machine Learning for Signal Processing XIX - Proceedings of the 2009 IEEE Signal Processing Society Workshop, MLSP 2009}, + doi = {http://dx.doi.org/10.1109/MLSP.2009.5306235}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77950948397&partnerID=40&md5=d82e74e9d40b8450ae91a6d95bd2504f}, + note = {0}, + art_number = 5306235, + document_type = {Conference Paper} +} +@inproceedings{Tuia20093705, + title = {{Recent advances in remote sensing image processing}}, + author = {Tuia, D. and Camps-Valls, G.}, + year = 2009, + journal = {Proceedings - International Conference on Image Processing, ICIP}, + pages = {3705--3708}, + doi = {http://dx.doi.org/10.1109/ICIP.2009.5414281}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77951973998&partnerID=40&md5=d68b2f555e4340abfc9faac54d4fd695}, + note = 6, + art_number = 5414281, + document_type = {Conference Paper} +} +@inproceedings{Tuia2009b, + title = {{Cluster kernels for semisupervised classification of VHR urban images}}, + author = {Tuia, D. and Camps-Valls, G.}, + year = 2009, + journal = {2009 Joint Urban Remote Sensing Event}, + doi = {http://dx.doi.org/10.1109/URS.2009.5137576}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-70350153627&partnerID=40&md5=96fff85d20a26c80707783fdb431c36e}, + note = {0}, + art_number = 5137576, + document_type = {Conference Paper} +} +@inproceedings{Tuia2009II65, + title = {{Learning the relevant image features with multiple kernels}}, + author = {Tuia, D. and Matasci, G. and Camps-Valls, G. and Kanevski, M.}, + year = 2009, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 2, + pages = {II65-II68}, + doi = {http://dx.doi.org/10.1109/IGARSS.2009.5418002}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77951095824&partnerID=40&md5=e6d86e4a3e2bddcb4563340d3e80831c}, + note = 1, + art_number = 5418002, + document_type = {Conference Paper} +} +@inproceedings{Amoros-Lopez2008, + title = {{Multi-stage robust scheme for citrus identification from high resolution airborne images}}, + author = {Amorós-López, J. and Izquierdo Verdiguier, E. and Gómez-Chova, L. and Muñoz-Marí, J. and Zoilo Rodríguez-Barreiro, J. and Camps-Valls, G. and Calpe-Maravilla, J.}, + year = 2008, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7109, + doi = {http://dx.doi.org/10.1117/12.801737}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-57649121039&partnerID=40&md5=2a72fad1f64e1504e936090b09f4c5f5}, + note = 1, + art_number = 710908, + document_type = {Conference Paper} +} +@article{Arenas-Garcia20082872, + title = {{Efficient kernel orthonormalized PLS for remote sensing applications}}, + author = {Arenas-García, J. and Camps-Valls, G.}, + year = 2008, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 46, + number = 10, + pages = {2872--2881}, + doi = {http://dx.doi.org/10.1109/TGRS.2008.918765}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-53949085760&partnerID=40&md5=e8094d93d3751aafd63791e5246366ef}, + note = 33, + art_number = 4629496, + document_type = {Conference Paper} +} +@inproceedings{Bovolo08esa, + title = {{Unsupervised Change Detection with Support Vector Domain Description}}, + author = {Bovolo, F. and Camps-Valls, G.}, + year = 2008, + month = mar, + booktitle = {Image Information Mining: pursuing automation of geospatial intelligence for environment and security, {IIM ESA-EUSC} 2008}, + publisher = {ESA Publications Division}, + address = {ESRIN, Frascati, Italy} +} +@inproceedings{Camps-Valls2008III1131, + title = {{Semi-supervised support vector biophysical parameter estimation}}, + author = {Camps-Valls, G. and Muñoz-Marí, J. and Gómez-Chova, L. and Calpe-Maravilla, J.}, + year = 2008, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 3, + number = 1, + pages = {III1131-III1134}, + doi = {http://dx.doi.org/10.1109/IGARSS.2008.4779554}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-67649766436&partnerID=40&md5=406a3ceb667be74423f706bb70625b16}, + note = {0}, + art_number = 4779554, + document_type = {Conference Paper} +} +@inproceedings{Capobianco2008, + title = {{Target detection with a contextual kernel orthogonal subspace projection}}, + author = {Capobianco, L. and Camps-Valls, G.}, + year = 2008, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7109, + doi = {http://dx.doi.org/10.1117/12.801735}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-57649123393&partnerID=40&md5=ebce560a58f3baacbf72b04ef8215161}, + note = 1, + art_number = {71090D}, + document_type = {Conference Paper} +} +@inproceedings{Capobianco2008IV216, + title = {{Semi-supervised kernel orthogonal subspace projection}}, + author = {Capobianco, L. and Garzelli, A. and Camps-Valls, G.}, + year = 2008, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 4, + number = 1, + pages = {IV216-IV219}, + doi = {http://dx.doi.org/10.1109/IGARSS.2008.4779696}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-67649793241&partnerID=40&md5=5a759c6e6940d8077558b75f6993459f}, + note = 1, + art_number = 4779696, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2008, + title = {{Cloud screening methodology for MERIS/AATSR synergy products}}, + author = {Gómez-Chova, L. and Camps-Valls, G. and Muñoz-Marí, J. and Calpe, J. and Moreno, J.}, + year = 2008, + journal = {European Space Agency, (Special Publication) ESA SP}, + number = {666 SP}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-77954564921&partnerID=40&md5=01c64dd5a2e0041e3807003a1aec2465}, + note = {0}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2008IV391, + title = {{Semi-supervised remote sensing image classification based on clustering and the mean map kernel}}, + author = {Gómez-Chova, L. and Bruzzone, L. and Camps-Valls, G. and Calpe-Maravilla, J.}, + year = 2008, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 4, + number = 1, + pages = {IV391-IV394}, + doi = {http://dx.doi.org/10.1109/IGARSS.2008.4779740}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-67649789073&partnerID=40&md5=2688b1a142fced75b12cebb12a807711}, + note = 2, + art_number = 4779740, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Sanchis2008, + title = {{Correction of the effects of the light source on quasi-spherical objects: Application to modelling spherical fruits}}, + author = {Gómez-Sanchis, J. and Moltó, E. and Aleixos, N. and Camps-Valls, G. and Gómez-Chova, L. and Blasco, J.}, + year = 2008, + journal = {Proceedings of the 6th International Conference on Engineering Computational Technology}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84858414904&partnerID=40&md5=1039a585229f4aba8a25ff5a2980d87f}, + note = {0}, + document_type = {Conference Paper}, + page_count = 13 +} +@article{Gomez-Sanchis20081071, + title = {{Segmentation of hyperspectral images for the detection of rotten mandarins}}, + author = {Gómez-Sanchis, J. and Camps-Valls, G. and Moltó, E. and Gómez-Chova, L. and Aleixos, N. and Blasco, J.}, + year = 2008, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = {5112 LNCS}, + pages = {1071--1080}, + doi = {http://dx.doi.org/10.1007/978-3-540-69812-8_107}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-47749088297&partnerID=40&md5=21e41e7c7b18401ab372c29087a08aa2}, + note = 2, + document_type = {Conference Paper} +} +@inproceedings{Laparra2008541, + title = {{Recovering wavelet relations using SVM for image denoising}}, + author = {Laparra, V. and Gutiérrez, J. and Camps-Valls, G. and Malo, J.}, + year = 2008, + journal = {Proceedings - International Conference on Image Processing, ICIP}, + pages = {541--544}, + doi = {http://dx.doi.org/10.1109/ICIP.2008.4711811}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-69949156959&partnerID=40&md5=04e46594ed81a61e458525e977503ad0}, + note = 2, + art_number = 4711811, + document_type = {Conference Paper} +} +@inproceedings{Munoz-Mari2008, + title = {{Image classification with semi-supervised one-class support vector machine}}, + author = {Muñoz-Marí, J. and Gómez-Chova, L. and Camps-Valls, G. and Calpe-Maravilla, J.}, + year = 2008, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 7109, + doi = {http://dx.doi.org/10.1117/12.801738}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-57649136626&partnerID=40&md5=aba9a2ad4198d974370f1f752d610720}, + note = {0}, + art_number = {71090B}, + document_type = {Conference Paper} +} +@inproceedings{Arenas-Garcia2007258, + title = {{Feature extraction from remote sensing data using kernel orthonormalized PLS}}, + author = {Arenas-García, J. and Camps-Valls, G.}, + year = 2007, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {258--261}, + doi = {http://dx.doi.org/10.1109/IGARSS.2007.4422779}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-50849102941&partnerID=40&md5=3fe7dccd29cfe03816dcf7483eb35699}, + note = 4, + art_number = 4422779, + document_type = {Conference Paper} +} +@inproceedings{Bandos2007, + title = {{Efficient regularized LDA for hyperspectral image classification}}, + author = {Bandos, T.V. and Bruzzone, L. and Camps-Valls, G.}, + year = 2007, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 6748, + doi = {http://dx.doi.org/10.1117/12.737157}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-42449161917&partnerID=40&md5=5728055943f25711cfa0589d067e1c47}, + note = 2, + art_number = {67480R}, + document_type = {Conference Paper} +} +@inproceedings{Bovolo2007, + title = {{An unsupervised support vector method for change detection}}, + author = {Bovolo, F. and Camps-Valls, G. and Bruzzone, L.}, + year = 2007, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 6748, + doi = {http://dx.doi.org/10.1117/12.737764}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-42449130099&partnerID=40&md5=3bb1b54cdcfc68bcf84c3fdc67dae77f}, + note = {0}, + art_number = 674809, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls20073802, + title = {{Hyperspectral image classification with Mahalanobis relevance vector machines}}, + author = {Camps-Valls, G. and Rodrigo-González, A. and Muñoz-Marí, J. and Gómez-Chova, L. and Calpe-Maravilla, J.}, + year = 2007, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {3802--3805}, + doi = {http://dx.doi.org/10.1109/IGARSS.2007.4423671}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-78650887658&partnerID=40&md5=e95bbc3dda494386013234f5cd8b9408}, + note = 10, + art_number = 4423671, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2007, + title = {{Cloud screening and multitemporal unmixing of MERIS FR data}}, + author = {Gómez-Chova, L. and Zurita-Milla, R. and Camps-Valls, G. and Guanter, L. and Clevers, J. and Calpe, J. and Schaepman, M.E. and Moreno, J.}, + year = 2007, + journal = {European Space Agency, (Special Publication) ESA SP}, + number = {SP-636}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-36448961290&partnerID=40&md5=969a454a912a9f28b84a1f0912c5cd39}, + note = {0}, + document_type = {Conference Paper}, + page_count = 6 +} +@inproceedings{Gomez-Chova20071521, + title = {{Semi-supervised cloud screening with Laplacian SVM}}, + author = {Gómez-Chova, L. and Camps-Valls, G. and Muñoz-Marí, J. and Calpe, J.}, + year = 2007, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1521--1524}, + doi = {http://dx.doi.org/10.1109/IGARSS.2007.4423098}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-67649685704&partnerID=40&md5=0b67e589cd538bf478d06232c47d5fba}, + note = 2, + art_number = 4423098, + document_type = {Conference Paper} +} +@inproceedings{Munoz-Mari20071509, + title = {{Combination of one-class remote sensing image classifiers}}, + author = {Muñoz-Marí, J. and Camps-Valls, G. and Gómez-Chova, L. and Calpe-Maravilla, J.}, + year = 2007, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1509--1512}, + doi = {http://dx.doi.org/10.1109/IGARSS.2007.4423095}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-82355184425&partnerID=40&md5=90410424360a0e2d1c15debf0ee41909}, + note = 6, + art_number = 4423095, + document_type = {Conference Paper} +} +@inproceedings{Zurita07, + title = {{Multitemporal Unmixing of MERIS FR Data}}, + author = {Zurita-Milla, R. and Gómez-Chova, L. and Clevers, J. and Schaepman, M. and Camps-Valls, G.}, + year = 2007, + month = mar, + booktitle = {10th International Symposium on Physical Measurements and Signatures in Remote Sensing (ISPMSRS07)}, + publisher = {ESA Publications Division}, + address = {Davos (Switzerland)} +} +@inproceedings{Bandos20063883, + title = {{Semi-supervised hyperspectral image classification with graphs}}, + author = {Bandos, T.V. and Zhou, D. and Camps-Valls, G.}, + year = 2006, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {3883--3886}, + doi = {http://dx.doi.org/10.1109/IGARSS.2006.996}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-34948821241&partnerID=40&md5=56c30d0419b3fad00c7a569ce7fe00a4}, + note = 7, + art_number = 4242144, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2006, + title = {{Multitemporal image classification and change detection with kernels}}, + author = {Camps-Valls, G. and Gomez-Chova, L. and Muñoz-Marí, J. and Alonso, L. and Calpe-Maravilla, J. and Moreno, J.}, + year = 2006, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 6365, + doi = {http://dx.doi.org/10.1117/12.689585}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33751408786&partnerID=40&md5=ecbbc6bfcdebb40ebb4a61ef495787cb}, + note = 10, + art_number = {63650H}, + document_type = {Conference Paper} +} +@inproceedings{ChovaESRIN06, + title = {{Cloud probability mask for PROBA/CHRIS hyperspectral images}}, + author = {Gómez-Chova, L. and Camps-Valls, G. and Amorós-López, J. and Calpe, J. and Guanter, L. and Alonso, L. and Fortea, J. C. and Moreno, J.}, + year = 2006, + month = sep, + booktitle = {Proceedings of the IV CHRIS/Proba Workshop}, + publisher = {ESA Publications Division}, + address = {ESRIN, Frascati, Italy}, + pages = {ESA SP-4} +} +@inproceedings{FelipeCinc06, + title = {{Bootstrap feature selection in support vector machines for ventricular fibrillation detection}}, + author = {Alonso-Atienza, F. and Rojo-{á}lvarez, J. L. and Camps-Valls, G. and Rosado-Mu{ñ}oz, A. and Garc{\i}a-Alberola, A.}, + year = 2006, + month = apr, + booktitle = {Proc. {E}uropean {S}ociety of {A}rtificial {N}eural {N}etworks, {ESANN}'2206}, + address = {Bruges, Belgium}, + pages = {233--238} +} +@inproceedings{Gomez-Chova2006, + title = {{Modelling spatial and spectral systematic noise patterns on CHRIS/PROBA hyperspectral data}}, + author = {Gómez-Chova, L. and Alonso, L. and Guanter, L. and Camps-Valls, G. and Calpe, J. and Moreno, J.}, + year = 2006, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 6365, + doi = {http://dx.doi.org/10.1117/12.690033}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33751429246&partnerID=40&md5=f5c46afdbf9dfd057e7693b8aa609633}, + note = 3, + art_number = {63650Z}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova20062757, + title = {{New cloud detection algorithm for multispectral and hyperspectral images: Application to ENVISAT/MERIS and PROBA/CHRIS sensors}}, + author = {Gómez-Chova, L. and Camps-Valls, G. and Amorós-López, J. and Guanter, L. and Alonso, L. and Calpe, J. and Moreno, J.}, + year = 2006, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {2757--2760}, + doi = {http://dx.doi.org/10.1109/IGARSS.2006.709}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-34948893555&partnerID=40&md5=8786b1ff807a862f4a4f561c30d04691}, + note = 6, + art_number = 4241857, + document_type = {Conference Paper} +} +@inproceedings{GomezRARQS06, + title = {{Multitemporal validation of an unmixing-based MERIS cloud screening algorithm}}, + author = {Gómez-Chova, L. and Zurita-Milla, R. and Camps-Valls, G. and Guanter, L. and Clevers, J. and Calpe, J. and Schaepman, M. E. and Moreno, J.}, + year = 2006, + month = sep, + booktitle = {2nd International Symposium. Recent Advantages in Quantitative Remote Sensing}, + address = {Torrent, Spain} +} +@inproceedings{GomezSanchisCIGR06, + title = {{Hyperspectral computer vision system for early detection of Penicillium digitatum in citrus fruits}}, + author = {Gómez-Sanchis, J. and Moltó, E. and Gómez-Chova, L. and Aleixos, N. and Camps-Valls, G. and Juste, F. and Blasco, J.}, + year = 2006, + month = sep, + booktitle = {Proceedings of the {XVI} {CIGR}/{E}ur{A}g{E}ng/{VDI-MEG}/{FAO} {W}orld {C}ongress 2006 - {A}gricultural {E}ngineering for a better {W}orld}, + address = {Bonn, Germany}, + pages = {ISBN: 3--18--091958--2} +} +@inproceedings{Plaza20061974, + title = {{Advanced processing of hyperspectral images}}, + author = {Plaza, A. and Benediktsson, J.A. and Boardman, J. and Brazile, J. and Bruzzone, L. and Camps-Valls, G. and Chanussot, J. and Fauvel, M. and Gamba, P. and Gualtieri, A. and Tilton, J.C. and Trianni, G.}, + year = 2006, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + pages = {1974--1978}, + doi = {http://dx.doi.org/10.1109/IGARSS.2006.511}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-34948822201&partnerID=40&md5=9f0b9083d85c4b0743fac7e117a1f0e4}, + note = 12, + art_number = 4241658, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2005, + title = {{Relevance vector machines for sparse learning of biophysical parameters}}, + author = {Camps-Valls, G. and Gomez-Chova, L. and Vila-Francés, J. and Amorós-López, J. and Muñoz-Marí, J. and Calpe-Maravilla, J.}, + year = 2005, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 5982, + doi = {http://dx.doi.org/10.1117/12.627656}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33644503553&partnerID=40&md5=85cf0e408d64ff01b28b5b6ff737a067}, + note = 1, + art_number = {59820Z}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2005, + title = {{Cloud detection for CHRIS/Proba hyperspectral images}}, + author = {Gómez-Chova, L. and Amorós, J. and Camps-Valls, G. and Martín, J.D. and Calpe, J. and Alonso, L. and Guanter, L. and Fortea, J.C. and Moreno, J.}, + year = 2005, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 5979, + doi = {http://dx.doi.org/10.1117/12.627704}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33244494672&partnerID=40&md5=5fe6a7dd5525bcc9490e0f498308f511}, + note = 3, + art_number = {59791Q}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2005201, + title = {{Urban monitoring at a regional scale based on MERIS and ASAR data}}, + author = {Gómez-Chova, L. and Fernández-Prieto, D. and Calpe, J. and Camps-Valls, G.}, + year = 2005, + journal = {European Space Agency, (Special Publication) ESA SP}, + number = 597, + pages = {201--208}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33645673892&partnerID=40&md5=4ef334acaee27387039a02e5d094738b}, + note = {0}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova200565, + title = {{Cloud masking scheme based on spectral, morphological and physical features}}, + author = {Gómez-Chova, L. and Calpe, J. and Camps-Valls, G. and Amorós, J. and Martin, J.D. and Alonso, L. and Guanter, L. and Fortea, J.C. and Moreno, J.F.}, + year = 2005, + journal = {European Space Agency, (Special Publication) ESA SP}, + number = 593, + pages = {65--74}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-23844473100&partnerID=40&md5=2964cc092d2284c32b8771955d4afec1}, + note = {0}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova200577, + title = {{Cloud detection for MERIS multispectral images}}, + author = {Gómez-Chova, L. and Camps-Valls, G. and Amorós, J. and Martín, J.D. and Calpe, J. and Alonso, L. and Guanter, L. and Fortea, J.C. and Moreno, J.}, + year = 2005, + journal = {European Space Agency, (Special Publication) ESA SP}, + number = 597, + pages = {77--85}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33645665921&partnerID=40&md5=3033a2496f8e093745593d6b69ef7537}, + note = {0}, + document_type = {Conference Paper} +} +@inproceedings{MartinUSER05, + title = {{Improving InfoVille XXI using Machine Learning Techniques}}, + author = {Martín, J. D. and Lisboa, P. G. J. and Soria, E. and Palomares, A. and Balaguer, E. and Serrano, A. J. and Camps-Valls, G.}, + year = 2005, + month = jul, + booktitle = {10th International Conference on User Modelling 2005. Workshop on Machine Learning for User Modeling: Challenges}, + address = {Edinburg, UK} +} +@inproceedings{Navarro05, + title = {{Gain control for the chromatic channels in JPEG2000}}, + author = {Y. Navarro, J. Rovira, J. Gutiérrez and J. Malo}, + year = 2005, + booktitle = {AIC Colour 05 - 10th Congress of the International Colour Association} +} +@inproceedings{Camps04iciar, + title = {{Regularized RBF Networks for Hyperspectral Data Classification}}, + author = {Camps-Valls, G. and Serrano-López, A. and Gómez-Chova, L. and Mart{\i}n, J. D. and Calpe, J. and Moreno, J.}, + year = 2004, + month = oct, + booktitle = {{I}nternational {C}onference on {I}mage {R}ecognition, {ICIAR}'04.}, + publisher = {Lecture Notes in Computer Science (LNCS). Springer-Verlag}, + address = {Porto, Portugal}, + volume = 3212, + pages = {429--436} +} +@inproceedings{Camps-Valls2004226, + title = {{Regularized methods for hyperspectral image classification}}, + author = {Camps-Valls, G. and Bruzzone, L.}, + year = 2004, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 5573, + pages = {226--237}, + doi = {http://dx.doi.org/10.1117/12.601712}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-17644391751&partnerID=40&md5=3deec319893b0af17215450f074c8fd2}, + note = 1, + art_number = 68, + document_type = {Conference Paper} +} +@inproceedings{Camps-Valls2004234, + title = {{Kernel methods for HyMap imagery knowledge discovery}}, + author = {Camps-Valls, G. and Gómez-Chova, L. and Calpe-Maravilla, J. and Soria-Olivas, E. and Martín-Guerrero, J.D. and Moreno, J.}, + year = 2004, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 5238, + pages = {234--243}, + doi = {http://dx.doi.org/10.1117/12.510719}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-1942503318&partnerID=40&md5=741bdfb613fab679e48f1dc804a579a1}, + note = {0}, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2004138, + title = {{Partially supervised hierarchical clustering of SAR and multispectral imagery for Urban areas monitoring}}, + author = {Gómez-Chova, L. and Fernández-Prieto, D. and Calpe, J. and Soria, E. and Vila, J. and Camps-Valls, G.}, + year = 2004, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 5573, + pages = {138--149}, + doi = {http://dx.doi.org/10.1117/12.565276}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-17644401738&partnerID=40&md5=4a399d42e63cf9c48be0d938ebdd87eb}, + note = 3, + art_number = 13, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2004398, + title = {{Robust automatic classification method for hyperspectral imagery}}, + author = {Gomez-Chova, L. and Calpe, J. and Camps-Valls, G. and Martin, J.D. and Soria, E. and Vila, J. and Alonso-Chorda, L. and Moreno, J.}, + year = 2004, + journal = {Proceedings of SPIE - The International Society for Optical Engineering}, + volume = 5238, + pages = {398--407}, + doi = {http://dx.doi.org/10.1117/12.510673}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-1942471006&partnerID=40&md5=529c9c394576a5690aada2f8e619b8eb}, + note = 2, + document_type = {Conference Paper} +} +@inproceedings{GomezPRRS04, + title = {{Multispectral and Multitemporal SAR Data Characterization for Urban Monitoring}}, + author = {Gómez-Chova, L. and Fernández-Prieto, D. and Calpe, J. and Soria, E. and Vila, J. and Camps-Valls, G.}, + year = 2004, + month = aug, + booktitle = {3rd International Workshop on Pattern Recognition in Remote Sensing (PRRS'04)}, + address = {Kingston University, Kingston upon Thames, London, UK} +} +@inproceedings{Martin04web, + title = {{Machine Learning Methods for One-Session Ahead Prediction of Accesses to Page Categories.}}, + author = {Martín-Guerrero, J. D. and Balaguer-Ballester, E. and Camps-Valls, G. and Palomares, A. and Serran-López, A. J. and Gómez-Sanchis, J. and Soria-Olivas, E.}, + year = 2004, + month = aug, + booktitle = {3rd {I}nternational {C}onference on {A}daptive {H}ypermedia and {A}daptive {W}eb-based {S}ystems, {AH}'04}, + publisher = {Lecture Notes in Computer Science (LNCS). Springer-Verlag}, + address = {Eindhoven, The Netherlands}, + volume = 3137, + pages = {421--424} +} +@inproceedings{CalpeSPECTRA, + title = {{Machine learning methods for hyperspectral image analysis and modeling}}, + author = {Calpe, J. and Gómez-Chova, L. and Camps-Valls, G. and Martín, J. D. and Soria, E. and Vila, J. and Alonso-Chorda, L. and Moreno, J.}, + year = 2003, + month = oct, + booktitle = {Workshop: SPECTRA: a space-borne Earth Observation Mission to address the role of terrestrial vegetation in the Carbon Cycle}, + address = {ESTEC. Noordwijk, The Netherlands. (ESA WPP-225, March 2004). (ISSN: 1022-6656)} +} +@inproceedings{Camps03escp, + title = {{Neural networks for C_2h cyclosporine concentration modelling}}, + author = {Camps-Valls, G. and Serrano-L{ó}pez, A. J. and Porta-Oltra, B. and Mart{{\i}}n-Guerrero, J. D. and Soria-Olivas, E. and Jim{é}nez-Torres, N. V.}, + year = 2003, + month = sep, + booktitle = {32nd {E}uropean {S}ymposium on {C}linical {P}harmacy, {ESCP}'03.}, + address = {València, Spain}, + number = 1, + pages = {P28} +} +@inproceedings{CampsValls03ibpria, + title = {{Support Vector Machines for Crop Classification Using Hyperspectral Data}}, + author = {Camps-Valls, G. and Gómez-Chova, L. and Calpe-Maravilla, J. and Soria-Olivas, E. and Martín-Guerrero, J. D. and Moreno, J.}, + year = 2003, + month = aug, + booktitle = {{I}berian {C}onference on {P}attern {R}ecognition and {I}mage {A}nalysis. {IbPRIA}'03}, + publisher = {Lecture Notes in Computer Science (LNCS). Springer-Verlag}, + address = {Mallorca, Spain}, + volume = 2085, + pages = {134--141} +} +@inproceedings{Gomez-Chova20031776, + title = {{Semi-Supervised Classification Method for Hyperspectral Remote Sensing Images}}, + author = {Gomez-Chova, L. and Calpe, J. and Camps-Valls, G. and Martín, J.D. and Soria, E. and Vila, J. and Alonso-Chorda, L. and Moreno, J.}, + year = 2003, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 3, + pages = {1776--1778}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-0242541981&partnerID=40&md5=4d4eca2d95473e163cd2d077d63697ca}, + note = 4, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2003555, + title = {{Feature Selection of Hyperspectral Data Through Local Correlation and SFFS for Crop Classification}}, + author = {Gomez-Chova, L. and Calpe, J. and Camps-Valls, G. and Martín, J.D. and Soria, E. and Vila, J. and Alonso-Chorda, L. and Moreno, J.}, + year = 2003, + journal = {International Geoscience and Remote Sensing Symposium (IGARSS)}, + volume = 1, + pages = {555--557}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-0242459609&partnerID=40&md5=baf5a872c15835ca0229b51109aaabcc}, + note = 22, + document_type = {Conference Paper} +} +@inproceedings{Gomez-Chova2003589, + title = {{CART-based feature selection of hyperspectral images for crop cover classification}}, + author = {Gómez-Chova, L. and Calpe, J. and Soria, E. and Camps-Valls, G. and Martín, J.D. and Moreno, J.}, + year = 2003, + journal = {IEEE International Conference on Image Processing}, + volume = 3, + pages = {589--592}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-0345134153&partnerID=40&md5=280799f49bd0d4038c3938e82f0363f0}, + note = 7, + document_type = {Conference Paper} +} +@inproceedings{GomezSPIE03, + title = {{Robust Automatic Classification Method for Hyperspectral Imagery}}, + author = {Gómez, L. and Calpe, J. and Camps-Valls, G. and Martín, J. D. and Soria, E. and Moreno, J.}, + year = 2003, + month = sep, + booktitle = {SPIE Remote Sensing Symposium. Image and Signal Processing for Remote Sensing IX. SPIE03}, + address = {Barcelona, Spain}, + volume = 5238, + pages = {398--407} +} +@inproceedings{Gutierrez03, + title = {{Perceptual regularization functionals for natural image restoration}}, + author = {Jaime Gutierrez and Jesus Malo and Francesc J. Ferri}, + year = 2003, + booktitle = {{ICIP} {(2)}}, + pages = {989--992}, + doi = {http://dx.doi.org/10.1109/ICIP.2003.1246850}, + url = {http://dx.doi.org/10.1109/ICIP.2003.1246850} +} +@inproceedings{Malo03, + title = {{Normalized Image Representation for Efficient Coding}}, + author = {J. Malo}, + year = 2003, + booktitle = {Proc. IEEE 37th Asilomar Conf. Signals Systems \& Comp.}, + volume = 2, + pages = {1408--1412} +} +@inproceedings{MartinISPA03, + title = {{A soft approach to ERA algorithm for hyperspectral image classification}}, + author = {Martín, J. D. and Gómez, L. and Calpe, J. and Camps-Valls, G. and Soria, E. and Moreno, J.}, + year = 2003, + month = sep, + booktitle = {IEEE International International. Symposium on Image and Signal Processing and Analysis (ISPA 2003)}, + address = {Rome, Italy}, + volume = 2, + pages = {761--765} +} +@inproceedings{Fernando02, + title = {{Multi-dimensional Function Approximation and Regression Estimation}}, + author = {F. Pérez-Cruz and G. Camps-Valls and E. Soria-Olivas and J. J. Pérez-Ruixo and A. R. Figueiras-Vidal and A. Artés-Rodríguez}, + year = 2002, + month = aug, + booktitle = {{I}nternational {C}onference on {A}rtificial {N}eural {N}etworks, {ICANN}'02.}, + publisher = {Lecture Notes in Computer Science (LNCS). Springer-Verlag}, + address = {Madrid, Spain}, + volume = 2415, + pages = {757--782} +} +@inproceedings{GomezRARQS02, + title = {{Semi-supervised method for crop classification using hyperspectral remote sensing images}}, + author = {Gómez, L. and Calpe, J. and Soria, E. and Camps-Valls, G. and Martín, J. D. and Moreno, J.}, + year = 2002, + month = sep, + booktitle = {{1st International Symposium. Recent Advantages in Quantitative Remote Sensing, RAQRS'2002}}, + address = {Torrent (València)}, + pages = {488--495} +} +@inproceedings{MartinEUNITE02, + title = {{Solving clinical problems with artificial neural networks: some case studies}}, + author = {Martín, J. D. and Soria, E. and Camps-Valls, G. and Serrano, A. J. and Sepúlveda, J. R. and Jiménez, N. V.}, + year = 2002, + month = sep, + booktitle = {Second European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems EUNITE 2002}, + address = {Albufeira (Portugal)}, + note = {CD y Booklet. Published at ``Intelligent e-Health Applications in Medicine'' (Univ. of Aegean)} +} +@inproceedings{Rosado-Munoz2002209, + title = {{Enhancing feature extraction for VF detection using data mining techniques}}, + author = {Rosado-Muñoz, A. and Camps-Valls, G. and Guerrero-Martínez, J. and Francés-Villora, J.V. and Muñoz-Marí, J. and Serrano-López, A.J.}, + year = 2002, + journal = {Computers in Cardiology}, + volume = 29, + pages = {209--212}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-0036955664&partnerID=40&md5=e2f36b97a50d29d6b029fea3296785e2}, + note = 3, + document_type = {Conference Paper} +} +@inproceedings{RosadoTELEC02, + title = {{Two different approaches for a real-time acquisition system for Ventricular Fibrillation detection using time-frequency algorithms}}, + author = {Rosado, A. and Magdalena, J. R. and Mu{ñ}oz, J. and Bataller, M. and Camps, G.}, + year = 2002, + month = jul, + booktitle = {International Conference TELEC02}, + address = {Santiago de Cuba (Cuba)}, + note = {Libro de Actas+CD-ROM} +} +@inproceedings{Sepulveda-Sanchis2002413, + title = {{Support vector machines and genetic algorithms for detecting unstable angina}}, + author = {Sepúlveda-Sanchis, J. and Camps-Valls, G. and Soria-Olivas, E. and Salcedo-Sanz, S. and Bousoño-Calzón, C. and Sanz-Romero, G. and Marrugat de la Iglesia, J.}, + year = 2002, + journal = {Computers in Cardiology}, + volume = 29, + pages = {413--416}, + url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-0036945610&partnerID=40&md5=b163149c2f9feb4566ac2842bc154434}, + note = 1, + document_type = {Conference Paper} +} +@inproceedings{SerranoEUNITE02, + title = {{Web-based Clinical Decision Support System Using Neural Networks}}, + author = {Serrano, A. J. and Soria, E. and Camps-Valls, G. and Martín, J. D. and Sepúlveda, J. R. and Magdalena, R. and Jiménez, N. V.}, + year = 2002, + month = sep, + booktitle = {Second European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems EUNITE 2002}, + address = {Albufeira (Portugal)}, + note = {CD y Booklet. Published at ``Intelligent e-Health Applications in Medicine'' (Univ. of Aegean)} +} +@inproceedings{Watson02, + title = {{Video quality measures based on the standard spatial observer}}, + author = {Andrew B. Watson and Jesus Malo}, + year = 2002, + booktitle = {{ICIP} {(3)}}, + pages = {41--44}, + doi = {http://dx.doi.org/10.1109/ICIP.2002.1038898}, + url = {http://dx.doi.org/10.1109/ICIP.2002.1038898} +} +@inproceedings{Camps01cinc, + title = {{Fetal ECG extraction using an FIR neural network}}, + author = {Camps, G. and Mart{{\i}}nez, M. and Soria, E.}, + year = 2001, + month = sep, + booktitle = {{C}omputers in {C}ardiology. {IEEE} {C}omputer {S}ociety {P}ress}, + address = {Rotterdam, The Netherlands}, + number = 28, + pages = {249--252} +} +@inproceedings{Camps01icann, + title = {{Neural Networks Ensemble for Cyclosporine Concentration Monitoring}}, + author = {Camps-Valls, G. and Soria-Olivas, E. and Mart{{\i}}n-Guerrero, J. D. and P{é}rez-Ruixo, J. J. and Jim{é}nez-Torres, N. V.}, + year = 2001, + month = aug, + booktitle = {{I}nternational {C}onference on {A}rtificial {N}eural {N}etworks, {ICANN}'2001}, + publisher = {Lecture Notes in Computer Science (LNCS). Springer-Verlag}, + address = {Vienna, Austria}, + volume = 2130, + pages = {706--711} +} +@inproceedings{Camps01nips, + title = {{A Profile-Dependent Kernel-based Regression for Cyclosporine Concentration Prediction}}, + author = {Camps-Valls, G. and Soria-Olivas, E. and P{é}rez-Ruixo, J. and Art{é}s-Rodr{{\i}}guez, A. and P{é}rez-Cruz, F. and Figueiras-Vidal, A.}, + year = 2001, + month = dec, + booktitle = {{N}eural {I}nformation {P}rocessing {S}ystems, {NIPS}'01. {W}orkshop on {N}ew {D}irections in {K}ernel-based {L}earning {M}ethods}, + address = {Vancouver, British Columbia, Canada} +} +@inproceedings{CampsPAGE01, + title = {{Comparative study of NONMEM and Neural Networks for Cyclosporine Dosage Prediction in Renal Allograft Recipients}}, + author = {Camps-Valls, G. and Porta, B. and Pérez-Ruixo, J. J. and Soria, E. and Martín, J. D. and Jiménez, V.}, + year = 2001, + month = jun, + booktitle = {Population Approach Group Europe (PAGE2001), ISSN 1871-6032}, + address = {Basel, Suiza}, + volume = {Abstr 217}, + url = {http://www.page-meeting.org/} +} +@inproceedings{MartinCIN01, + title = {{Optimización de dosis de EPO en pacientes con anemia secundaria a insuficiencia renal crónica a través de la predicción del nivel de hemoglobina}}, + author = {Martín-Guerrero, J. D. and Soria-Olivas, E. and Pérez-Ruixo, J. J. and Camps-Valls, G. and Serrano-López, A. J. and Sepúlveda-Sanchis, J. R. and Jiménez-Torres, N. V.}, + year = 2001, + month = nov, + booktitle = {2nd International Congress of Nephrology in Internet}, + address = {Burgos, Spain}, + url = {http://www.uninet.edu/cin2001/html/index.html} +} +@inproceedings{Martinez01cinc, + title = {{Methods to evaluate the performance of fetal electrocardiogram extraction algorithms}}, + author = {Martinez, M. and Calpe, J. and Soria, E. and Guerrero, J.F. and Camps, G. and Gomez, L.}, + year = 2001, + booktitle = {Computers in Cardiology 2001}, + pages = {253--256}, + doi = {10.1109/CIC.2001.977640}, + issn = {0276-6547}, + keywords = {electrocardiography;medical signal processing;obstetrics;software performance evaluation;algorithm performance evaluation;extraction algorithm quality indexes;fetal ECG;fetal electrocardiogram extraction algorithms;objective measurements;operational parameters;recovered signal quality measurements;simulated registers;visual inspection criteria;Data compression;Data mining;Electrocardiography;Electrodes;Inspection;Inverse problems;Proposals;Signal generators;Signal to noise ratio;Visual databases} +} +@inproceedings{MartinPAGE01, + title = {{Erythropoietin Dosage Individualisation in Anemic Patients With Chronic Renal Failure}}, + author = {Martín, J. D. and Jiménez, V. and Pérez-Ruixo, J. and Serrano, A. and Rosado, A. and Soria, E. and Camps-Valls, G.}, + year = 2001, + month = jun, + booktitle = {Population Approach Group Europe (PAGE2001), ISSN 1871-6032}, + address = {Basel, Suiza}, + volume = {Abstr 214}, + url = {http://www.page-meeting.org/} +} +@inproceedings{Sepulveda01cinc, + title = {{Risk Assessment For Acute Myocardial Infarction Patients Using Artificial Neural Networks}}, + author = {Sepulveda, J. and Soria, E. and Camps-Valls, G. and Sanz, G. Marrugat, J. and Gómez, L.}, + year = 2001, + month = sep, + booktitle = {Computers in Cardiology, CINC'01. IEEE Computer Society Press}, + address = {Rotterdam (Holanda)}, + number = 28, + pages = {573--575} +} +@inproceedings{Serrano01, + title = {{Some examples for solving Clinical Problems using Neural Networks}}, + author = {Serrano, A. J. and Soria, E. and Camps-Valls, G. and Martín, J. D.}, + year = 2001, + month = jun, + booktitle = {6th {I}nternational {W}ork-Conference On {A}rtificial and {N}atural {N}eural {N}etworks. {IWANN}'2001}, + publisher = {Lecture Notes in Computer Science (LNCS). Springer-Verlag}, + address = {Granada, Spain}, + volume = 2085, + pages = {345--355} +} +@inproceedings{SerranoPAGE01, + title = {{An Example of a Neural Network Like a Pharmacokinetic/Pharmacodynamic Model}}, + author = {Serrano, A. J. and Martín, J. D. and Jiménez, V. and Pérez-Ruixo, J. J. and Camps-Valls, G. and Soria, E.}, + year = 2001, + month = jun, + booktitle = {Population Approach Group Europe (PAGE2001), ISSN 1871-6032}, + address = {Basel, Suiza}, + volume = {Abstr 216}, + url = {http://www.page-meeting.org/} +} +@inproceedings{CampsWC00, + title = {{A Neural Approach to Ciclosporine dose Prediction}}, + author = {Camps-Valls, G. and Soria, E. and Jiménez, N. V. and Martín, J. D. and Serrano, A. J. and Porta, B.}, + year = 2000, + month = jul, + booktitle = {Chicago 2000 World Congress on Medical Physics and Biomedical Engineering}, + address = {Chicago (Illinois), EE.UU.} +} +@inproceedings{CampsWC00b, + title = {{Artificial Neural Networks for the Classification of potentially Intoxicates Patients Treated with Digoxin}}, + author = {Camps-Valls, G. and Soria, E. and Jiménez, N. V.}, + year = 2000, + month = jul, + booktitle = {Chicago 2000 World Congress on Medical Physics and Biomedical Engineering}, + address = {Chicago (Illinois), EE.UU.} +} +@inproceedings{GuerreroWC00, + title = {{Cross-correlation of the Heart Rate Variability and Ventricular Repolarization Duration in Diabetic Patients Affected by Autonomic Cardiovascular Neuropathy}}, + author = {Guerrero, J. and López, M. P. and Chorro, J. and Martínez, M. and Camps-Valls, G. and Ampudia, J.}, + year = 2000, + month = jul, + booktitle = {Chicago 2000 World Congress on Medical Physics and Biomedical Engineering}, + address = {Chicago (Illinois), EE.UU.} +} +@inproceedings{JimenezASHP99, + title = {{Prediction of digoxin Plasma Potentially Toxic Levels by Using a Neural Network Model}}, + author = {Jiménez, N. V. and Soria, E. and Albert, A. and Serrano, A. J. and Camps, G.}, + year = 2000, + month = jan, + booktitle = {1999 Midyear Clinical Meeting. ASHP'99. American Society of Health-System Pharmacists}, + address = {Orlando (EEUU)}, + pages = 2277 +} +@inproceedings{MartinWC00a, + title = {{Nonlinear Prediction of rhEPO Dose by Using Neural Networks}}, + author = {Martín, J. D. and Soria, E. and Jiménez, N. V. and Camps-Valls, G. and Serrano, A. J. and Pérez Ruixo, J.}, + year = 2000, + month = jul, + booktitle = {Chicago 2000 World Congress on Medical Physics and Biomedical Engineering}, + address = {Chicago (Illinois), EE.UU.} +} +@inproceedings{GuerreroCINC99, + title = {{Analysis of Heart Rate Variability In Diabetic Patients Affected By Autonomic Cardiovascular Neuropathy}}, + author = {Guerrero, J. and López, P. and Chorro, J. and Martínez, M. and Camps-Valls, G. and Magdalena, R. Rosado, A. and Ampudia, J.}, + year = 1999, + month = sep, + booktitle = {Computers in Cardiology 1999, CINC'1999. IEEE Computer Society Press}, + address = {Hannover, Germany}, + pages = {241--244} +} +@inproceedings{RosadoESEM99, + title = {{Ventricular Fibrillation Detection Method Using Pseudo Wigner-Ville Time-Frequency Representation}}, + author = {Rosado, A. and Guerrero, J. and Serrano, A. and Soria, E. and Martínez, M. and Camps, G.}, + year = 1999, + month = may, + booktitle = {Fifth Conference of the European Society for Engineering \& Medicine. ESEM'1999}, + address = {Barcelona}, + pages = {379--380} +} +@inproceedings{Ferri98, + title = {{Variable-size block matching algorithm for motion estimation using a perceptual-based splitting criterion}}, + author = {Francesc J. Ferri and Jesus Malo and Jes{{u}}s V. Albert and J. Soret}, + year = 1998, + booktitle = {Fourteenth International Conference on Pattern Recognition, {ICPR} 1998, Brisbane, Australia, 16-20 August, 1998}, + pages = {286--288}, + doi = {http://dx.doi.org/10.1109/ICPR.1998.711137}, + url = {http://dx.doi.org/10.1109/ICPR.1998.711137} +} +@inproceedings{SoriaMexico98a, + title = {{Uso de redes neuronales en la clasificación de pacientes con riesgo de intoxicación por digoxina}}, + author = {Soria, E. and Camps-Valls, G. and Serrano, A. J. and Molina, J. and Martín, J. D. and Albert, A.}, + year = 1998, + month = nov, + booktitle = {I Congreso Latinoamericano de Ingeniería Biomédica MAZATLáN '98}, + address = {Mazatlán, México}, + pages = {167--170} +} +@inproceedings{SoriaMexico98b, + title = {{Aplicación informática para la identificación de pacientes con riesgo de intoxicación digitálica}}, + author = {Soria, E. and Camps-Valls, G. and Serrano, A. J. and Albert, A. and Jiménez, N. V.}, + year = 1998, + month = nov, + booktitle = {I Congreso Latinoamericano de Ingeniería Biomédica MAZATLáN '98}, + address = {Mazatlán, México}, + pages = {211--214} +} +@inproceedings{Malo97, + title = {{Adaptive Motion Estimation and Video Vector Quantization Based on Spatiotemporal Non-linearities of Human Perception}}, + author = {Jesus Malo and Francesc J. Ferri and Jes{{u}}s V. Albert and J. M. Artigas}, + year = 1997, + booktitle = {Image Analysis and Processing, 9th International Conference, {ICIAP} '97, Florence, Italy, September 17-19, 1997, Proceedings, Volume {I}}, + pages = {454--461}, + doi = {http://dx.doi.org/10.1007/3-540-63507-6_232}, + url = {http://dx.doi.org/10.1007/3-540-63507-6_232} +} + diff --git a/assets/bibfiles/journal.bib b/assets/bibfiles/journal.bib new file mode 100644 index 000000000..7708f8bbe --- /dev/null +++ b/assets/bibfiles/journal.bib @@ -0,0 +1,3964 @@ +@article{Vicent24fs, + title = {{Multioutput Feature Selection for Emulation and Sensitivity Analysis}}, + author = {Vicent, J. and Martino, L. and Verrelst, J. and Rivera~Caicedo, JP and Camps-Valls, G.}, + year = {2024}, + pages = {1-11}, + volume = {62}, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + doi = {10.1109/TGRS.2024.3358231}, + project = {usmile} +} + +@article{CHAPARRO2024113993, +title = {Vegetation moisture estimation in the Western United States using radiometer-radar-lidar synergy}, +journal = {Remote Sensing of Environment}, +volume = {303}, +pages = {113993}, +year = {2024}, +issn = {0034-4257}, +doi = {https://doi.org/10.1016/j.rse.2024.113993}, +url = {https://www.sciencedirect.com/science/article/pii/S003442572400004X}, +author = {David Chaparro and Thomas Jagdhuber and María Piles and François Jonard and Anke Fluhrer and Mercè Vall-llossera and Adriano Camps and Carlos López-Martínez and Roberto Fernández-Morán and Martin Baur and Andrew F. Feldman and Anita Fink and Dara Entekhabi}, +keywords = {Live fuel moisture content (LFMC), Gravimetric vegetation moisture (m), Vegetation optical depth, SMAP, AMSR-2, Sentinel-1, GEDI}, +abstract = {Monitoring vegetation moisture conditions is paramount to better understand and assess drought impacts on vegetation, enhance crop yield predictions, and improve ecosystem models. Passive microwave remote sensing allows retrievals of the vegetation optical depth (VOD; [unitless]), which is directly proportional to the vegetation water content (VWC; in units of water mass per unit area [kg/m2]). However, VWC is largely dependent on the dry biomass and structure imprints on the VOD signal. Previously, statistical models have been used to isolate the water component from the biomass and structure components. Physically-based approaches have not yet been proposed for this goal. In this study, we present a multi-sensor semi-physical approach to retrieve the vegetation moisture from the VOD and express it as Live Fuel Moisture Content (LFMC [%]; the percentage of water mass per dry biomass unit). The study is performed in the western United States for the period April 2015 – December 2018. There, in situ LFMC samples are available for assessment. We rely on a VOD model based on vegetation height data from GEDI/Sentinel-2 and radar backscatter from Sentinel-1, which account for the biomass and structure components. Vegetation moisture is retrieved at L-, X- and Ku-bands by minimizing the difference between the modeled VOD and the VOD estimates from SMAP (L-band) and AMSR-2 (X- and Ku-band) satellites. Results show that the LFMC retrievals are independent of canopy height, land cover, and radar backscatter, demonstrating the capability of the proposed algorithm to separate water dynamics from the biomass/structure component in VOD. LFMC estimates at X- and Ku-bands reproduce well the expected spatio-temporal dynamics of in situ LFMC. Results show good agreement with in situ at a regional scale, with Pearson's correlations (r) between in situ LFMC samples and LFMC estimates of 0.64 (Ku-band), 0.60 (X-band) and 0.47 (L-band). Similar results are obtained independently for shrub and forest sites at X- and Ku-bands. In most comparisons between in situ and estimated LFMC, biases are below 10% of the dynamic range of LFMC. Performance at L-band is limited by the fact that this frequency senses the full vertical extent of the canopy, while in situ samples are taken only from top of canopy leaves to which X- and Ku-bands are much more sensitive. More insight will be needed for grasslands (r = 0.44 at X-band) using time-dynamic canopy height data. Furthermore, a pixel-scale assessment is conducted, showing a good agreement in most sites (r > 0.6). The proposed method can be tailored to exploit the synergies of past (e.g., AMSR-E), current (e.g., AMSR-2) and future satellite sensors such as CIMR and ROSE-L for global vegetation moisture mapping at different canopy layers.}, +projects = {ai4cs gva prometeo}, +} + +@article{Garcia24bgc, + title = {{Estimation of Particulate Backscattering Coefficient merging BGC-Argo floats and satellite data}}, + author = {Garcia, J. and Amoros, J. and Ruescas, A.B.}, + year = {Submitted}, + journal = {}, + volume = {}, + pages = {}, + issn = {}, + keywords = {}, + projects = {}, +} +@article{VARANDO2024111030, + title = {{Pairwise causal discovery with support measure machines}}, + author = {Gherardo Varando and Salvador Catsis and Emiliano Diaz and Gustau Camps-Valls}, + year = 2024, + journal = {Applied Soft Computing}, + volume = 150, + pages = 111030, + issn = {1568-4946}, + keywords = {Pairwise causal discovery, Kernel methods, Kernel mean embedding, Support vector machine, Ensemble methods}, + projects = {usmile}, +} +@article{van2024retrieval, + title = {{Retrieval of leaf-level fluorescence quantum efficiency and NPQ-related xanthophyll absorption through spectral unmixing strategies for future VIS-NIR imaging spectroscopy}}, + author = {Van Wittenberghe, Shari and Amin, Eatidal and Pascual-Venteo, Ana Bel{\'e}n and P{\'e}rez-Suay, Adri{\'a}n and Tenjo, Carolina and Sabater, Neus and van der Tol, Christiaan and Drusch, Matthias and Moreno, Jos{\'e}}, + year = 2024, + journal = {Remote Sensing of Environment}, + publisher = {Elsevier}, + volume = 300, + pages = 113879, +} +@article{perez-suay2023fair, + title = {{Fair Kernel Regression through Cross-Covariance Operators}}, + author = {Adrian Perez-Suay and Paula Gordaliza and Jean-Michel Loubes and Dino Sejdinovic and Gustau Camps-Valls}, + year = 2023, + journal = {Transactions on Machine Learning Research}, + issn = {2835-8856}, +} +@article{bueso22rockpcacomment, + title = {{Let's consider more general nonlinear approaches to study teleconnections of climate variables}}, + author = {Bueso, D. and Piles, M. and Camps-Valls, G.}, + year = 2023, + journal = {Commentary to a paper in the Journal of Climate}, + publisher = {Elsevier}, + pages = {1--5}, + arxiv = {https://arxiv.org/abs/2212.07635}, +} +@article{Bueso23trends, + title = {{Soil and vegetation water content identify the main terrestrial ecosystem changes}}, + author = {Bueso, Diego and Piles, Maria and Ciais, Philippe and Wigneron, Jean-Pierre and Moreno-Mart\'inez, \'alvaro and Camps-Valls, Gustau}, + year = 2023, + month = {02}, + journal = {National Science Review}, + issn = {2095-5138}, + note = {nwad026}, + eprint = {https://academic.oup.com/nsr/advance-article-pdf/doi/10.1093/nsr/nwad026/49119908/nwad026.pdf}, +} +@article{carli2023new, + title = {{A new class of generative classifiers based on staged tree models}}, + author = {Carli, Federico and Leonelli, Manuele and Varando, Gherardo}, + year = 2023, + journal = {Knowledge-Based Systems}, + publisher = {Elsevier}, + pages = 110488, +} +@article{Celik23cotton, + title = {{Explainable Artificial Intelligence for Cotton Yield Prediction with Multisource Data}}, + author = {Celik, Mehmet Furkan and Isik, Mustafa Serkan and Taskin, Gulsen and Erten, Esra and Camps-Valls, Gustau}, + year = 2023, + journal = {IEEE Geoscience and Remote Sensing Letters}, + pages = {1--1}, +} +@article{Diaz22noiseimputation, + title = {{Learning latent functions for causal discovery}}, + author = {Diaz, A. and Johnson, J.E. and Varando, G. and Camps-Valls, G.}, + year = 2023, + journal = {Machine Learning: Science and Technology}, + publisher = {IOP Science}, + pages = {1--44}, + pdf = {https://iopscience.iop.org/article/10.1088/2632-2153/ace151/pdf}, +} +@article{li2023functional, + title={Functional connectivity via total correlation: Analytical results in visual areas}, + author={Li, Qiang and Ver Steeg, Greg and Malo, Jesus}, + journal={Neurocomputing}, + pages={127143}, + year={2023}, + publisher={Elsevier} +} +@article{huerta2023high, + title={High-resolution grids of daily air temperature for Peru-the new PISCOt v1. 2 dataset}, + author={Huerta, Adrian and Aybar, Cesar and Imfeld, Noemi and Correa, Kris and Felipe-Obando, Oscar and Rau, Pedro and Drenkhan, Fabian and Lavado-Casimiro, Waldo}, + journal={Scientific data}, + volume={10}, + number={1}, + pages={847}, + year={2023}, + publisher={Nature Publishing Group UK London} +} +@article{montero2023standardized, + title={A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research}, + author={Montero, David and Aybar, C{\'e}sar and Mahecha, Miguel D and Martinuzzi, Francesco and S{\"o}chting, Maximilian and Wieneke, Sebastian}, + journal={Scientific Data}, + volume={10}, + number={1}, + pages={197}, + year={2023}, + publisher={Nature Publishing Group UK London} +} +@article{portales2023global, + title={Global flood extent segmentation in optical satellite images}, + author={Portal{\'e}s-Juli{\`a}, Enrique and Mateo-Garc{\'\i}a, Gonzalo and Purcell, Cormac and G{\'o}mez-Chova, Luis}, + journal={Scientific Reports}, + volume={13}, + number={1}, + pages={20316}, + year={2023}, + publisher={Nature Publishing Group UK London} +} + +@article{CampsValls23physcausaldiscovery, + title = {{Discovering causal relations and equations from data}}, + author = {Gustau Camps-Valls and Andreas Gerhardus and Urmi Ninad and Gherardo Varando and Georg Martius and Emili Balaguer-Ballester and Ricardo Vinuesa and Emiliano Diaz and Laure Zanna and Jakob Runge}, + year = 2023, + journal = {Physics Reports}, + volume = 1044, + pages = {1--68}, + issn = {0370-1573}, + keywords = {Causal inference, Causal discovery, Complex systems, Nonlinear dynamics, Equation discovery, Knowledge discovery, Understanding, Artificial intelligence, Neuroscience, Climate science}, + arxiv = {https://arxiv.org/abs/2305.13341}, +} +@article{hernandez2023neural, + title = {{Neural networks with divisive normalization for image segmentation}}, + author = {Hern{\'a}ndez-C{\'a}mara, Pablo and Vila-Tom{\'a}s, Jorge and Laparra, Valero and Malo, Jes{\'u}s}, + year = 2023, + journal = {Pattern Recognition Letters}, + publisher = {Elsevier}, +} +@article{Jeggle23, + title = {{Understanding cirrus clouds using explainable machine learning}}, + author = {Jeggle, K. and Neubauer, D. and Camps-Valls, G. and Lohmann, U.}, + year = 2023, + month = jul, + journal = {Environmental Data Science}, +} +@article{Kaps23clouds, + title = {{Machine-learned cloud classes from satellite data for process-oriented climate model evaluation}}, + author = {Kaps, A. and Lauer, A. and Camps-Valls, G. and Gentine, P. and G\'omez-Chova, L. and Eyring, V.}, + year = 2023, + month = jan, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 61, + pages = {1--15}, +} +@article{li22, + title = {{Improving air quality assessment using physics-inspired deep graph learning}}, + author = {Lianfa Li and Jin-Feng Wang and Meredith Franklin and Qian Yin and Jiajie Wu and Gustau Camps-Valls and Zhiping Zhu and Chengyi Wang and Yong Ge and Markus Reichstein}, + year = 2023, + journal = {npj Climate and Atmospheric Science}, +} +@article{Ludwig23, + title = {{Assessing and improving the transferability of current global spatial prediction models}}, + author = {Ludwig, Marvin and Moreno-Martinez, Alvaro and H\"{o}lzel, Norbert and Pebesma, Edzer and Meyer, Hanna}, + year = 2023, + journal = {Global Ecology and Biogeography}, + volume = {n/a}, + number = {n/a}, + keywords = {area of applicability, global maps, machine learning, model simplification, model transferability, spatial prediction}, + eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1111/geb.13635}, +} +@article{CAMPOSTABERNER2023320, + title = {{Land use classification over smallholding areas in the European Common Agricultural Policy framework}}, + author = {Manuel Campos-Taberner and Francisco~Javier Garc\'ia-Haro and Beatriz Mart\'inez and Sergio Sanchez-Ruiz and Alvaro Moreno-Mart\'i\-nez and Gustau Camps-Valls and Mar\'i\-a Amparo Gilabert}, + year = 2023, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 197, + pages = {320--334}, + issn = {0924-2716}, + keywords = {Land use (LU) monitoring, Common Agricultural Policy (CAP), Classification, Sentinel-2, Deep Learning, kNDVI}, +} +@article{martinez2023improved, + title = {{Improved forecasting of extreme hurricane events by integrating spatio-temporal CNN-RF learning of tropical cyclone characteristics}}, + author = {Martinez-Amaya, Javier and Longepe, Nicolas and Nieves, Veronica and Mu{\~n}oz-Mar{\'\i}, Jordi}, + year = 2023, + journal = {Frontiers in Earth Science}, + publisher = {Frontiers}, + volume = 11, + pages = 1223154, +} +@article{editorial2023frontiers, + title = {{AI and Remote Sensing in Ocean Sciences}}, + author = {Martinez, E. and Camps-Valls, G. and Fablet, R. and Jamet, C.}, + year = 2023, + journal = {Frontiers in Marine Science}, + publisher = {Frontiers}, + volume = {Editorial presenting the special issue `Frontiers in Marine Science'}, +} +@article{mateo22xailstm, + title = {{Interpretable Long-Short Term Memory Networks for Crop Yield Estimation}}, + author = {Mateo, A. and Adsuara, J.E. and Piles, M. and Mu{\~n}oz-Mar{\'i}, J. and P\'erez-Suay, A. and Camps-Valls, G.}, + year = 2023, + month = feb, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 20, + pages = 2501105, +} +@article{rs15184422, + title = {{A Scalable Reduced-Complexity Compression of Hyperspectral Remote Sensing Images Using Deep Learning}}, + author = {Mijares i Verd\'u, Sebasti\`{a} and Ball\'e, Johannes and Laparra, Valero and Bartrina-Rapesta, Joan and Hern\'andez-Cabronero, Miguel and Serra-Sagrist\`{a}, Joan}, + year = 2023, + journal = {Remote Sensing}, + volume = 15, + number = 18, + issn = {2072-4292}, + article-number = 4422, +} +@article{9996580, + title = {{Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty}}, + author = {Morata, Miguel and Siegmann, Bastian and P\'erez-Suay, Adri\'an and Garc\'ia-Soria, Jos\'e Luis and Rivera-Caicedo, Juan Pablo and Verrelst, Jochem}, + year = 2023, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 16, + pages = {762--772}, +} +@article{Qiang23kndvi, + title = {{Estimation of vegetation traits with kernel NDVI}}, + author = {Qiang Wang and \'alvaro Moreno-Mart\'inez and Jordi Mu\~{n}oz-Mar\'i and Manuel Campos-Taberner and Gustau Camps-Valls}, + year = 2023, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 195, + pages = {408--417}, + issn = {0924-2716}, + keywords = {Vegetation index, NDVI, Kernel methods, Uncertainty quantification, Biophysical parameter estimation, Gross primary production, fAPAR, Leaf area index, Latent heat}, +} +@article{ruuvzivcka2023semantic, + title = {{Semantic segmentation of methane plumes with hyperspectral machine learning models}}, + author = {Růžička, Vít and Mateo-Garcia, Gonzalo and G{\'o}mez-Chova, Luis and Vaughan, Anna and Guanter, Luis and Markham, Andrew}, + year = 2023, + journal = {Scientific Reports}, + publisher = {Nature Publishing Group UK London}, + volume = 13, + number = 1, + pages = 19999, +} +@article{razzak2023multi, + title = {{Multi-spectral multi-image super-resolution of Sentinel-2 with radiometric consistency losses and its effect on building delineation}}, + author = {Razzak, Muhammed T and Mateo-Garc{\'\i}a, Gonzalo and Lecuyer, Gurvan and G{\'o}mez-Chova, Luis and Gal, Yarin and Kalaitzis, Freddie}, + year = 2023, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + publisher = {Elsevier}, + volume = 195, + pages = {1--13}, +} +@article{BREWIN2023104386, + title = {{Ocean carbon from space: Current status and priorities for the next decade}}, + author = {Robert J.W. Brewin and Shubha Sathyendranath and Gemma Kulk and Marie-H\'el\`{e}ne Rio and Javier A. Concha and Thomas G. Bell and Astrid Bracher and C\'edric Fichot and Thomas L. Fr\"{o}licher and Mart\'i Gal\'i and Dennis Arthur Hansell and Tihomir S. Kostadinov and Catherine Mitchell and Aimee Renee Neeley and Emanuele Organelli and Katherine Richardson and C\'ecile Rousseaux and Fang Shen and Dariusz Stramski and Maria Tzortziou and Andrew J. Watson and Charles Izuma Addey and Marco Bellacicco and Heather Bouman and Dustin Carroll and Ivona Cetini\'{c} and Giorgio Dall'Olmo and Robert Frouin and Judith Hauck and Martin Hieronymi and Chuanmin Hu and Valeria Ibello and Bror J\"{o}nsson and Christina Eunjin Kong and \v{Z}arko Kova\v{c} and Marko Laine and Jonathan Lauderdale and Samantha Lavender and Eleni Livanou and Joan Llort and Larisa Lorinczi and Michael Nowicki and Novia Arinda Pradisty and Stella Psarra and Dionysios E. Raitsos and Ana Bel\'en Ruescas and Joellen L. Russell and Joe Salisbury and Richard Sanders and Jamie D. Shutler and Xuerong Sun and Fernando Gonz\'alez Taboada and Gavin H. Tilstone and Xinyuan Wei and David K. Woolf}, + year = 2023, + journal = {Earth-Science Reviews}, + volume = 240, + pages = 104386, + issn = {0012-8252}, +} +@article{Ronco23xaireg, + title = {{Role of locality, fidelity and symmetry regularization in learning explainable representations}}, + author = {Ronco, M. and Camps-Valls, G.}, + year = 2023, + journal = {Neurocomputing}, + publisher = {Elsevier}, + pages = 126884, + projects = {deepcube,usmile}, +} +@article{Ronco23xai, + title = {{Exploring interactions between socioeconomic context and natural hazards on human population displacement}}, + author = {Ronco, M. and T\'arraga Habas, J.M. and Mu\~{n}oz Mar\'i, J. and Piles, M. and Sevillano Marco, E. and Wang, Q. and Miranda Espinosa, M.T. and Ponserre, S. and Camps-Valls, G.}, + year = 2023, + journal = {Nature Communications}, + url = {https://www.nature.com/articles/s41467-023-43809-8}, + doi = {https://doi.org/10.1038/s41467-023-43809-8}, + projects = {deepcube,xaida,usmile}, +} +@article{Runge23causalreview, + title = {{Causal inference for time series}}, + author = {Runge, Jakob and Gerhardus, Andreas and Varando, Gherardo and Eyring, Veronika and Camps-Valls, Gustau}, + year = 2023, + journal = {Nature Reviews Earth \& Environment}, + publisher = {Nature Publishing Group UK London}, + volume = 10, + pages = 2553, + pdf = {papers/Causal\_inference\_NREE\_2023.pdf}, +} +@article{runge2023publisher, + title = {{Publisher Correction: Causal inference for time series}}, + author = {Runge, Jakob and Gerhardus, Andreas and Varando, Gherardo and Eyring, Veronika and Camps-Valls, Gustau}, + year = 2023, + journal = {Nature Reviews Earth \& Environment}, + publisher = {Nature Publishing Group UK London}, + volume = 4, + number = 8, + pages = {596--596}, +} +@article{sanmartin2023shot, + title = {{Shot Noise Analysis for Differential Sampling in Indirect Time of Flight Cameras}}, + author = {Sanmart{\'\i}n-Vich, Nofre and Calpe, Javier and Pla, Filiberto}, + year = 2023, + journal = {IEEE Signal Processing Letters}, + publisher = {Ieee}, +} +@article{Svendsen23vaemcme, + title = {{Inference over Radiative Transfer Models using Variational and Expectation Maximization Methods}}, + author = {Svendsen, D.H. and Hern\`{a}ndez-Lobato, D. and Laparra, V. and Martino, L. and Moreno-Mart\'inez, A. and Camps-Valls, G.}, + year = 2023, + month = jun, + journal = {Machine Learning}, + volume = 112, + pages = {921--937}, +} +@article{Gulsen23b, + title = {{A Scalable Unsupervised Feature Selection with Orthogonal Graph Representation for Hyperspectral Images}}, + author = {Taskin, G. and Yetkin, E.F. and Camps-Valls, G.}, + year = 2023, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 61, + pages = 5514913, +} +@article{egusphere-2023-563, + title = {{CH4Net: a deep learning model for monitoring methane super-emitters with Sentinel-2 imagery}}, + author = {Vaughan, A. and Mateo-Garc\'ia, G. and G\'omez-Chova, L. and R\r{u}\v{z}i\v{c}ka, V. and Guanter, L. and Irakulis-Loitxate, I.}, + year = 2023, + journal = {EGUsphere}, + volume = 2023, + pages = {1--17}, +} +@article{Vicent23mfgp, + title = {{Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models}}, + author = {Vicent, J. and Martino, L. and Verrelst, L. and Camps-Valls, G.}, + year = 2023, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 61, + pages = {1--10}, +} +@article{xing2023assessment, + title = {{Assessment of 9 km SMAP soil moisture: Evidence of narrowing the gap between satellite retrievals and model-based reanalysis}}, + author = {Xing, Zanpin and Li, Xiaojun and Fan, Lei and Colliander, Andreas and Frappart, Fr{\'e}d{\'e}ric and de Rosnay, Patricia and Fernandez-Moran, Roberto and Liu, Xiangzhuo and Wang, Huan and Zhao, Lin and others}, + year = 2023, + journal = {Remote Sensing of Environment}, + publisher = {Elsevier}, + volume = 296, + pages = 113721, +} +@article{rs14184452, + title = {{Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape}}, + author = {Aghababaei, Masoumeh and Ebrahimi, Ataollah and Naghipour, Ali Asghar and Asadi, Esmaeil and P\'erez-Suay, Adri\'an and Morata, Miguel and Garcia, Jose Luis and Rivera Caicedo, Juan Pablo and Verrelst, Jochem}, + year = 2022, + journal = {Remote Sensing}, + volume = 14, + number = 18, + issn = {2072-4292}, + article-number = 4452, +} +@article{AlmendraMartin_Ago22, + title = {{Influence of atmospheric patterns on soil moisture dynamics in Europe}}, + author = {Almendra-Mart\'in, Laura and Mart\'inez-Fern\'andez, Jos\'e and Piles, Maria and Gonz\'alez-Zamora, \'angel and Benito-Verdugo, Pilar and Gaona, Jaime}, + year = 2022, + journal = {Sci. Total Environ.}, + volume = 846, + pages = 157537, + issn = {0048-9697}, +} +@article{aybar2022cloudsen12, + title = {{CloudSEN12-a global dataset for semantic understanding of cloud and cloud shadow in Sentinel-2}}, + author = {Aybar, Cesar and Ysuhuaylas, Luis and Loja, Jhomira and Gonzales, Karen and Herrera, Fernando and Yali, Roy and Flores, Angie and Diaz, Lissette and Cuenca, Nicole and Espinoza, Wendy and others}, + year = 2022, + journal = {Sci Data}, + publisher = {Nature}, + volume = 9, + number = 782, +} +@article{CampsValls22dskrr, + title = {{Retrieval of Physical Parameters with Deep Structured Kernel Regression}}, + author = {Camps-Valls, G. and Campos-Taberner, M. and Laparra, V. and Martino, L. and Mu\~noz-Mar\'i, J.}, + year = 2022, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 60, + pages = {1--10}, +} +@article{CampsValls22nsrcomment, + title = {{Commentary on `Physics-informed deep learning parameterization of ocean vertical mixing improves climate simulations' by Zhu et al.}}, + author = {Camps-Valls, G.}, + year = 2022, + month = may, + journal = {National Science Review}, + pages = {1--2}, +} +@article{JSSv102i06, + title = {{The R Package stagedtrees for Structural Learning of Stratified Staged Trees}}, + author = {Carli, Federico and Leonelli, Manuele and Riccomagno, Eva and Varando, Gherardo}, + year = 2022, + journal = {Journal of Statistical Software}, + volume = 102, + number = 6, + pages = {1–30}, +} +@article{Diaz21rccm, + title = {{Inferring causal relations from observational long-term carbon and water fluxes records}}, + author = {Diaz, E. and Adsuara, J.E. and Moreno-Martinez, A. and Piles, M. and Camps-Valls, G.}, + year = 2022, + journal = {Scientific Reports}, + volume = 12, + pages = 1610, +} +@article{TheFirst30yearsofGEWEX, + title = {{The First 30 years of GEWEX}}, + author = {Graeme Stephens and Jan Polcher and Xubin Zeng and Peter van Oevelen and Germ\'an Poveda and Michael Bosilovich and Myoung-Hwan Ahn and Gianpaolo Balsamo and Qingyun Duan and Gabriele Hegerl and Christian Jakob and Benjamin Lamptey and Ruby Leung and Maria Piles and Zhongbo Su and Paul Dirmeyer and Kirsten L. 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L. {Rojo-\'alvarez}}, + year = 2022, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 60, + pages = {1--17}, +} +@article{malo2022information, + title = {{Information flow in biological networks for color vision}}, + author = {Malo, Jes{\'u}s}, + year = 2022, + journal = {Entropy}, + publisher = {Mdpi}, + volume = 24, + number = 10, + pages = 1442, +} +@article{martinez22highresbiopar, + title = {{Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning}}, + author = {Mart\'inez-Ferrer, L. and Moreno-Mart\'inez, A. and Campos-Taberner, M. and Garc\'ia-Haro, F.J. and Mu\~{n}oz-Mar\'i, J. and Running, S.W. and Kimball, J. and Clinton, N. and Camps-Valls, G.}, + year = 2022, + journal = {Remote Sensing of Environment}, + volume = 280, + pages = 113199, + issn = {0034-4257}, +} +@article{mateo2022orbit, + title = {{In-orbit demonstration of a re-trainable Machine Learning Payload for processing optical imagery}}, + author = 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Woodgate and Lutz Merbold and Elmar Veenendaal and Nuno Carvalhais}, + year = 2022, + journal = {Agricultural and Forest Meteorology}, + volume = 312, + pages = 108708, + issn = {0168-1923}, + keywords = {Carbon assimilation, Radiation use efficiency, Model comparison, Model equifinality, Diffuse fraction, Sensitivity formulations, Randomly sampled sites, Temporal scales}, +} +@article{skakun2022cloud, + title = {{Cloud Mask Intercomparison eXercise (CMIX): An evaluation of cloud masking algorithms for Landsat 8 and Sentinel-2}}, + author = {Skakun, Sergii and Wevers, Jan and Brockmann, Carsten and Doxani, Georgia and Aleksandrov, Matej and Bati{\v{c}}, Matej and Frantz, David and Gascon, Ferran and G{\'o}mez-Chova, Luis and Hagolle, Olivier and others}, + year = 2022, + journal = {Remote Sensing of Environment}, + publisher = {Elsevier}, + volume = 274, + pages = 112990, +} +@article{Wolf22traits, + title = {{Citizen science plant observations encode global trait patterns}}, + author 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Emmanuel and Laparra, Valero and P\'erez-Suay, Adri\'an and Mahecha, Miguel D. and Camps-Valls, Gustau}, + year = 2021, + month = {02}, + journal = {Plos One}, + publisher = {Public Library of Science}, + volume = 16, + number = 2, + pages = {1--1}, +} +@article{Lopez2021benchmarking, + title = {{Benchmarking Deep Learning Models for Cloud Detection in Landsat-8 and Sentinel-2 Images}}, + author = {L\'opez-Puigdollers, Dan and Mateo-Garc\'ia, Gonzalo and G\'omez-Chova, Luis}, + year = 2021, + journal = {Remote Sensing}, + publisher = {Multidisciplinary Digital Publishing Institute}, + volume = 13, + number = 5, + pages = 992, +} +@article{li2021computing, + title = {{Computing variations of entropy and redundancy under nonlinear mappings not preserving the signal dimension: quantifying the efficiency of V1 cortex}}, + author = {Li, Qiang and Johnson, Emmanuel and Esteve-Taboada, Jose Juan and Laparra, Valero and Malo, Jes{\'u}s}, + year = 2021, + publisher = {MDPI}, + journal = {Entropy}, +} +@article{llorente2021deep, + title = {{Deep importance sampling based on regression for model inversion and emulation}}, + author = {Llorente, Fernando and Martino, Luca and Delgado-G{\'o}mez, D and Camps-Valls, Gustau}, + year = 2021, + journal = {Digital Signal Processing}, + publisher = {Elsevier}, + volume = 116, + pages = 103104, + arxiv = {https://arxiv.org/abs/2010.10346}, +} +@article{malo2021visual, + title = {{Visual Information Fidelity with better Vision Models and better Mutual Information Estimates}}, + author = {Malo, Jesus and Kheravdar, Benyamin and Li, Qiang}, + year = 2021, + journal = {Journal of Vision}, + publisher = {The Association for Research in Vision and Ophthalmology}, + volume = 21, + number = 9, + pages = {2351--2351}, +} +@article{Martinez21gpcrops, + title = {{Crop Yield Estimation and Interpretability With Gaussian Processes}}, + author = {Mart\'inez-Ferrer, L. and Piles, M. and Camps-Valls, G.}, + year = 2021, + month = dec, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 18, + number = 2, + pages = {2043--2047}, +} +@article{BAUR2021112726, + title = {{Time-variations of zeroth-order vegetation absorption and scattering at L-band}}, + author = {Martin J. Baur and Thomas Jagdhuber and Andrew F. Feldman and David Chaparro and Maria Piles and Dara Entekhabi}, + year = 2021, + journal = {Remote Sensing of Environment}, + volume = 267, + pages = 112726, + issn = {0034-4257}, + keywords = {Relative canopy absorption, Relative canopy scattering, Vegetation optical depth, Effective scattering albedo, SMAP, ICESat 2 Lidar}, +} +@article{Martino20cpf, + title = {{Compressed particle methods for expensive models with application in Astronomy and Remote Sensing}}, + author = {Martino, L. and Elvira, V. and L\'opez-Santiago, J. and Camps-Valls, G.}, + year = 2021, + month = oct, + journal = {Transactions on Aerospace and Electronic Systems}, + volume = 57, + number = 5, + pages = {2607--2621}, +} +@article{mateo-Garcia_towards_2021, + title = {{Towards global flood mapping onboard low cost satellites with machine learning}}, + author = {Mateo-Garc\'ia, Gonzalo and Veitch-Michaelis, Joshua and Smith, Lewis and Oprea, Silviu Vlad and Schumann, Guy and Gal, Yarin and Baydin, At\i{}l\i{}m G\"une\c{s} and Backes, Dietmar}, + year = 2021, + month = mar, + journal = {Scientific Reports}, + volume = 11, + number = 1, + pages = 7249, + issn = {2045-2322}, + urldate = {2021-04-01}, +} +@article{mateo2021, + title = {{Learning main drivers of crop progress and failure in Europe with interpretable machine learning}}, + author = {Mateo-Sanchis, Anna and Piles, Maria and Amoros-L\'opez, Julia and Mu\~{n}oz-Mar\'i, Jordi and Adsuara, Jose and Moreno-Mart\'inez, \'alvaro and Camps-Valls, Gustau}, + year = 2021, + journal = {International Journal of Applied Earth Observation and Geoinformation}, +} +@article{meehl2021initialized, + title = {{Initialized Earth System prediction from subseasonal to decadal timescales}}, + author = {Meehl, Gerald~A and Richter, Jadwiga~H and Teng, Haiyan and Capotondi, Antonietta and Cobb, Kim and Doblas-Reyes, Francisco and Donat, Markus G and England, Matthew~H and Fyfe, John~C and Weiqing, Han and Hyemi, Kim and Kirtman, Ben P. and Yochanan, Kushnir and Lovenduski, Nicole S. and Mann, Michael~E. and Merryfield, William J. and Nieves, Veronica and Pegion, Kathy and Rosenbloom, Nan and S\'anchez, Sara~C. and Scaife, Adam A. and Smith, Doug and Subramanian, Aneesh C. and Sun, Lantao and Thompson, Diane and Ummenhofer, Caroline~C. and Xie, Shang-Ping}, + year = 2021, + journal = {Nature Reviews Earth \& Environment}, + publisher = {Nature Publishing Group}, + pages = {1--18}, +} +@article{melo2021remote, + title = {{Are remote sensing evapotranspiration models reliable across South American ecoregions?}}, + author = {Melo, DCD and Anache, JAA and Borges, VP and Miralles, DG and Martens, B and Fisher, JB and N{\'o}brega, RLB and Moreno, A and Cabral, OMR and Rodrigues, TR and others}, + year = 2021, + journal = {Water Resources Research}, + publisher = {Wiley Online Library}, + pages = {e2020WR028752}, +} +@article{essd-2021-82, + title = {{ERA5-Land: A state-of-the-art global reanalysis dataset for land applications}}, + author = {Mu\~{n}oz-Sabater, J and Dutra, E and Agust\'i-Panareda, A and Albergel, C and Arduini, G and Balsamo, G and Boussetta, S and Choulga, M and Harrigan, S and Hersbach, H and Martens, B and Miralles, D G and Piles, M and Rodr\'iguez-Fern\'andez, N J and Zsoter, E and Buontempo, C and Th\'epaut, J.-N.}, + year = 2021, + journal = {Earth Syst. Sci. Data Discuss.}, + volume = 2021, + pages = {1--50}, +} +@article{Nieves2021, + title = {{Predicting regional coastal sea level changes with machine learning}}, + author = {Nieves, Veronica and Radin, Cristina and Camps-Valls, Gustau}, + year = 2021, + month = apr, + day = {07}, + journal = {Scientific Reports}, + volume = 11, + number = 1, + pages = 7650, + issn = {2045-2322}, +} +@article{Radin21grl, + title = {{Machine-Learning Based Reconstructions of Past Regional Sea Level Variability From Proxy Data}}, + author = {Radin, Cristina and Nieves, Veronica}, + year = 2021, + journal = {Geophysical Research Letters}, + volume = 48, + number = 23, + pages = {e2021GL095382}, + note = {e2021GL095382 2021GL095382}, + eprint = {https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2021GL095382}, +} +@article{Salcedo20fog, + title = {{Long-term Persistence, Invariant Time Scales and On-off Intermittency of Fog Events}}, + author = {Salcedo-Sanz, S. and Piles, M. and Cuadra, L. and Casanova-Mateo, C. and Caama\~{n}o, A. J. and Sanz-Justo, J. and Cerro-Prada, E. and Camps-Valls, G.}, + year = 2021, + journal = {Atmospheric Research}, + volume = 252, + pages = {Apr}, +} +@article{Salvia_SMADI_2021, + title = {{The added-value of remotely-sensed soil moisture data for agricultural drought detection in Argentina}}, + author = {Salvia, Mercedes and S\'anchez, Nilda and Piles, Mar\'ia and Ruscica, Romina and Gonz\'alez-Zamora, \'angel and Roitberg, Esteban and Mart\'inez-Fern\'andez, Jos\'e}, + year = 2021, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + pages = {1--1}, +} +@article{santoro2021global, + title = {{The global forest above-ground biomass pool for 2010 estimated from high-resolution satellite observations}}, + author = {Santoro, Maurizio and Cartus, Oliver and Carvalhais, Nuno and Rozendaal, Dana{\"e} and Avitabile, Valerio and Araza, Arnan and De Bruin, Sytze and Herold, Martin and Quegan, Shaun and Rodr{\'\i}guez-Veiga, Pedro and others}, + year = 2021, + journal = {Earth System Science Data}, + publisher = {Copernicus GmbH}, + volume = 13, + number = 8, + pages = {3927--3950}, +} +@article{schiller2021deep, + title = {{Deep learning and citizen science enable automated plant trait predictions from photographs}}, + author = {Schiller, Christopher and Schmidtlein, Sebastian and Boonman, Coline and Moreno-Mart{\'\i}nez, Alvaro and Kattenborn, Teja}, + year = 2021, + journal = {Scientific}, + publisher = {Nature Publishing Group}, + volume = 11, + number = 16395, + pages = {1--12}, +} +@article{tagesson2021physiology, + title = {{A physiology-based Earth observation model indicates stagnation in the global gross primary production during recent decades}}, + author = {Tagesson, Torbern and Tian, Feng and Schurgers, Guy and Horion, Stephanie and Scholes, Robert and Ahlstr{\"o}m, Anders and Ard{\"o}, Jonas and Moreno, Alvaro and Madani, Nima and Olin, Stefan and others}, + year = 2021, + journal = {Global change biology}, + publisher = {Wiley Online Library}, + volume = 27, + number = 4, + pages = {836--854}, +} +@article{Tuia21perspective, + title = {{Towards a Collective Agenda on AI for Earth Science Data Analysis}}, + author = {Tuia, D. and Roscher, R. and Wegner, J.D. and Jacobs, N. and Zhu, X.X. and Camps-Valls, G.}, + year = 2021, + month = jun, + journal = {IEEE Geoscience and Remote Sensing Magazine}, + volume = 9, + number = 2, + pages = {88--104}, + arxiv = {http://arxiv.org/abs/2104.05107}, +} +@article{Vicent20modtran, + title = {{Systematic assessment of MODTRAN emulators for atmospheric correction}}, + author = {Vicent, J. and Rivera-Caicedo, J.P. and Verrelst, J. and Berthelot, B. and Sabater, N. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G. and Moreno, J.}, + year = 2021, + month = apr, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 59, + pages = {1--14}, +} +@article{ZHAO2021126930, + title = {{Seamless downscaling of the ESA CCI soil moisture data at the daily scale with MODIS land products}}, + author = {Wei Zhao and Fengping Wen and Qunming Wang and Nilda S\'anchez and Maria Piles}, + year = 2021, + journal = {Journal of Hydrology}, + volume = 603, + pages = 126930, + issn = {0022-1694}, + keywords = {Surface soil moisture, Spatial downscaling, Annual temperature cycle, ESA CCI, MODIS}, +} +@article{Moreno19fusion, + title = {{Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud}}, + author = {\'alvaro Moreno-Mart\'inez and Emma Izquierdo-Verdiguier and Marco P. Maneta and Gustau Camps-Valls and Nathaniel Robinson and Jordi Mu\~{n}oz-Mar\'i and Fernando Sedano and Nicholas Clinton and Steven W. Running}, + year = 2020, + journal = {Remote Sensing of Environment}, + volume = 247, + pages = 111901, + issn = {0034-4257}, + keywords = {Landsat, MODIS, Gap filling, Smoothing, Kalman filter, Data fusion}, +} +@article{Ola19xai, + title = {{Estimating and Understanding Crop Yields with Explainable Deep Learning in the Indian Wheat Belt}}, + author = {Wolanin, A. and Mateo-Garc\'ia, G and Camps-Valls, G. andG\'omez-Chova, L. and Meroni, M. and Duveiller, G. and Liangzhi, Y. and Guanter, L.}, + year = 2020, + journal = {Environmental Research Letters}, + volume = 15, + number = 2, + pages = {1--12}, +} +@article{Berger20nitro, + title = {{Retrieval of aboveground crop nitrogen content with a hybrid machine learning method}}, + author = {Berger, K. and Verrelst, J. and Feret, J-B. and Hank, T. and Wocher, M. and Camps-Valls, G.}, + year = 2020, + month = oct, + journal = {International Journal of Applied Earth Observations and Geoinformation}, + volume = 92, + pages = 102174, +} +@article{Bueso20rock, + title = {{Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data}}, + author = {Bueso, D. and Piles, M. and Camps-Valls, G.}, + year = 2020, + month = aug, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 58, + number = 8, + pages = {5752--5763}, + arxiv = {https://arxiv.org/abs/2002.04539}, +} +@article{Manu20s2, + title = {{Understanding deep learning in land use classification from Sentinel-2 time series}}, + author = {Campos-Taberner, M. and Garc\'ia-Haro, J. F. and Mart\'inez, B. and Izquierdo-Verdiguier, E. and Atzberger, C. and Camps-Valls, G. and Gilbert, M. A.}, + year = 2020, + journal = {Scientific Reports}, + pages = 12, +} +@article{Svendsen19, + title = {{Deep Gaussian Processes for Parameter Retrieval and Model Inversion}}, + author = {Daniel Heestermans Svendsen and Pablo Morales-\'alvarez and Ana Belen Ruescas and Rafael Molina and Gustau Camps-Valls}, + year = 2020, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 166, + pages = {68--81}, +} +@article{CampsValls20xkgc, + title = {{Explicit Granger Causality in Kernel Hilbert Spaces}}, + author = {Diego Bueso, Maria Piles, Gustau Camps-Valls}, + year = 2020, + journal = {Physical Review E}, + volume = 102, + pages = {062201}, + arxiv = {https://arxiv.org/abs/2011.14444}, +} +@article{Haro19cwc, + title = {{A global Canopy Water Content product from AVHRR/Metop}}, + author = {Garc\'ia-Haro, F.J. and Campos-Taberner, M. and Moreno, A. and Torbern~Tagesson, H. and Camacho, F. and Mart\'inez, B. and S\'anchez, S. and Piles, M. and Camps-Valls, G. and Yebra, M. and Gilabert, M.A.}, + year = 2020, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 161, + number = 7, + pages = {1--18}, +} +@article{Gomez2020color, + title = {{Color illusions also deceive CNNs for low-level vision tasks: Analysis and implications}}, + author = {G\'omez-Villa, A and Mart\'in, A and Vazquez-Corral, J and Bertalm\'io, M and Malo, J}, + year = 2020, + journal = {Vision Research}, + publisher = {Elsevier}, + volume = 176, + pages = {156--174}, +} +@article{Gomez2020visual, + title = {{Visual information flow in Wilson--Cowan networks}}, + author = {G\'omez-Villa, Alexander and Bertalm\'io, Marcelo and Malo, Jes\'us}, + year = 2020, + journal = {Journal of Neurophysiology}, + publisher = {American Physiological Society Bethesda, MD}, + volume = 123, + number = 6, + pages = {2249--2268}, +} +@article{Kraemer20ind, + title = {{Summarizing the state of the terrestrial biosphere in few dimensions}}, + author = {Kraemer, G. and Camps-Valls, G. and Reichstein, M. and Smits, J. and Mahecha, M.D.}, + year = 2020, + journal = {Biogeosciences}, +} +@article{Kraemer18ldd, + title = {{The Low Dimensionality of Development}}, + author = {Kraemer, G. and Reichstein, M. and Camps-Valls, G. and Smits, J. and Mahecha, M.D.}, + year = 2020, + journal = {Social Indicators Research}, +} +@article{doi:10.1029/2019RG000672, + title = {{Understanding of Contemporary Regional Sea-level Change and the Implications for the Future}}, + author = {Hamlington, Benjamin D. and Gardner, Alex S. and Ivins, Erik and Lenaerts, Jan T.M. and Reager, J.T. and Trossman, David S. and Zaron, Edward D. and Adhikari, Surendra and Arendt, Anthony and Aschwanden, Andy and Beckley, Brian D. and Bekaert, David P.S. and Blewitt, Geoffrey and Caron, Lambert and Chambers, Don P. and Chandanpurkar, Hrishikesh A. and Christianson, Knut and Csatho, Beata and Cullather, Richard I. and DeConto, Robert M. and Fasullo, John T. and Frederikse, Thomas and Freymueller, Jeffrey T. and Gilford, Daniel M. and Girotto, Manuela and Hammond, William C. and Hock, Regine and Holschuh, Nicholas and Kopp, Robert E. and Landerer, Felix and Larour, Eric and Menemenlis, Dimitris and Merrifield, Mark and Mitrovica, Jerry X. and Nerem, R. 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Moreno)}, + year = 2020, + month = jan, + journal = {Global Change Biology}, + volume = 26, + number = 1, + pages = {119--188}, +} +@article{Johnson20EGP, + title = {{Accounting for Input Noise in Gaussian Process Parameter Retrieval}}, + author = {Johnson, J. E. and Laparra, V. and Camps-Valls, G.}, + year = 2020, + month = mar, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 17, + number = 3, + pages = {391--395}, + code = {https://github.com/IPL-UV/gp\_error\_propagation}, + arxiv = {https://arxiv.org/abs/2005.09907}, +} +@article{Johnson20sakame, + title = {{Kernel methods and their derivatives: Concept and perspectives for the Earth system sciences}}, + author = {Johnson, J. E. and Laparra, V. and P\'erez-Suay, A. and Mahecha, M. and Camps-Valls, G.}, + year = 2020, + journal = {PLOS One}, + eprint = {2007.14706}, + code = {https://github.com/IPL-UV/sakame}, + arxiv = {https://arxiv.org/abs/2007.14706}, +} +@article{Padron19efficientrx, + title = {{Efficient Nonlinear RX Anomaly Detectors}}, + author = {Jos\'e A. Padr\'on Hidalgo and Adri\'an P\'erez-Suay and Fatih Nar and Gustau Camps-Valls}, + year = 2020, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 17, +} +@article{Estevez20, + title = {{Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data}}, + author = {Jose Estevez and Jorge Vicent and Juan Pablo Rivera-Caicedo and Pablo Morcillo-Pallar\'es and Francesco Vuolo and Neus Sabater and Gustau Camps-Valls and Jos\'e Moreno and Jochem Verrelst}, + year = 2020, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, +} +@article{Jung19flux, + title = {{Scaling carbon fluxes from eddy covariance sites to globe: Synthesis and evaluation of the FLUXCOM approach}}, + author = {Jung, M. and Schwalm, C. and Migliavacca, M. and Walther, S. and Camps-Valls, G. and Koirala, S. and Anthoni, P. and Besnard, S. and Bodesheim, P. and Carvalhais, N. and Chevallier, F. and Gans, F. and Groll, D. S. and Haverd, V. and Ichii, K. and Jain, A. 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A. and Pallandt, M. and Papale, D. and Peters, W. and Pongratz, J. and R\"{o}denbeck, C. and Sitch, S. and Tramontana, G. and Weber, U. and Reichstein, M. and Koehler, P. and O'Sullivan, M. and Walker, A.}, + year = 2020, + journal = {Biogeosciences}, + volume = 17, + pages = {1343--1365}, +} +@article{malo2020spatio, + title = {{Spatio-chromatic information available from different neural layers via Gaussianization}}, + author = {Malo, Jes\'us}, + year = 2020, + journal = {The Journal of Mathematical Neuroscience}, + publisher = {SpringerOpen}, + volume = 10, + number = 1, + pages = {1--40}, +} +@article{marcelo2020evidence, + title = {{Evidence for the intrinsically nonlinear nature of receptive fields in vision}}, + author = {Marcelo, Bertalm\'io and G\'omez-Villa, Alex and Adri\'an, Mart\'in and Vazquez-Corral, Javier and Kane, David and Jes\'us, Malo}, + year = 2020, + journal = {Scientific Reports}, + publisher = {Nature Publishing Group}, + volume = 10, + number = 1, +} +@article{mateo-Garcia_transferring_2020, + title = {{Transferring deep learning models for cloud detection between Landsat-8 and Proba-V}}, + author = {Mateo-Garc\'ia, Gonzalo and Laparra, Valero and L\'opez-Puigdollers, Dan and G\'omez-Chova, Luis}, + year = 2020, + month = feb, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 160, + pages = {1--17}, + issn = {0924-2716}, +} +@article{Mahecha19esdc, + title = {{Earth system data cubes unravel global multivariate dynamics}}, + author = {Miguel Mahecha and Fabian Gans and Gunnar Brandt and Rune Christiansen and Sarah Cornell and Normann Fomferra and Guido Kraemer and Jonas Peters and Gustau Camps-Valls and Jonathan Donges, Wouter Dorigo and Lina Estupinan-Suarez and Victor Gutierrez-Velez and Martin Gutwin and Martin Jung and Maria Londono and Diego Miralles and Phillip Papastefanou and Markus Reichstein}, + year = 2020, + month = feb, + journal = {Earth System Dynamics}, + volume = 11, + pages = {201--234} +} +@incollection{moreno2020machine, + title = {{Machine Learning Methods for Spatial and Temporal Parameter Estimation}}, + author = {Moreno-Mart\'inez, \'alvaro and Piles, Mar\'ia and Mu\~{n}oz-Mar\'i, Jordi and Campos-Taberner, Manuel and Adsuara, Jose E and Mateo, Anna and P\'erez-Suay, Adri\'an and Garc\'ia-Haro, Francisco Javier and Camps-Valls, Gustau}, + year = 2020, + booktitle = {Hyperspectral Image Analysis}, + publisher = {Springer}, + pages = {5--35}, +} +@article{Padron20cook, + title = {{Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection}}, + author = {Padr\'on-Hidalgo, J.A. and P\'erez-Suay, A. and Nar, F. and Laparra, V. and Camps-Valls, G.}, + year = 2020, + month = sep, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 13, + pages = {5480--5488}, +} +@article{Portal2020RS, + title = {{Assessment of Multi-Scale SMOS and SMAP Soil Moisture Products across the Iberian Peninsula}}, + author = {Portal, G. and Jagdhuber, T. and Vall-llossera, M. and Camps, A. and Pablos, M. and Entekhabi, D. and Piles, M.}, + year = 2020, + journal = {Remote Sensing}, + volume = 12, + number = 3, + issn = {2072-4292}, +} +@inproceedings{pmlr-v123-runge20a, + title = {{The Causality for Climate Competition}}, + author = {Runge, Jakob and Tibau, Xavier-Andoni and Bruhns, Matthias and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau}, + year = 2020, + month = {08--14 Dec}, + booktitle = {Proceedings of the NeurIPS 2019 Competition and Demonstration Track}, + publisher = {Pmlr}, + series = {Proceedings of Machine Learning Research}, + volume = 123, + pages = {110--120}, + editor = {Escalante, Hugo Jair and Hadsell, Raia}, + pdf = {http://proceedings.mlr.press/v123/runge20a/runge20a.pdf}, +} +@article{Ruscica2020IJRS, + title = {{Spatio-temporal soil drying in southeastern South America: the importance of the effective sampling frequency and observational errors on drydown time scale estimates}}, + author = {Ruscica, Romina C. and Polcher, Jan and Salvia, Mercedes M. and S\"{o}rensson, Anna A. and Piles, Maria and Jobbagy, Esteban and Karszenbaum, Haydee}, + year = 2020, + journal = {International Journal of Remote Sensing}, + number = 1, + pages = {7958--7992}, +} +@article{SALCEDOSANZ2020256, + title = {{Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources}}, + author = {S. Salcedo-Sanz and P. Ghamisi and M. Piles and M. Werner and L. Cuadra and \'a. Moreno-Mart\'inez and E. Izquierdo-Verdiguier and J. Mu\~{n}oz-Mar\'i and Amirhosein Mosavi and G. Camps-Valls}, + year = 2020, + journal = {Information Fusion}, + volume = 63, + pages = {256--272}, + issn = {1566-2535}, + keywords = {Earth science, Earth observation, Information fusion, Data fusion, Machine learning, Cloud computing, Gap filling, Remote sensing, Multisensor fusion, Data blending, Social networks}, +} +@article{sauzede2020estimation, + title = {{Estimation of Oceanic Particulate Organic Carbon with Machine Learning}}, + author = {Sauz\`{e}de, R and Johnson, J Emmanuel and Claustre, H and Camps-Valls, G and Ruescas, AB}, + year = 2020, + journal = {ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences}, + publisher = {Copernicus GmbH}, + volume = 2, + pages = {949--956}, +} +@article{Schlund20gpp, + title = {{Constraining uncertainty in projected gross primary production with machine learning}}, + author = {Schlund, M. and Eyring, V. and Camps-Valls, G. and Friedlingstein, P. and Gentine, P. and Reichstein, R.}, + year = 2020, + month = oct, + journal = {Journal of Geophysical Research - Biogeosciences}, +} +@article{VANWITTENBERGHE2020148351, + title = {{Combined dynamics of the 500-600 nm leaf absorption and chlorophyll fluorescence changes in vivo: evidence for the multifunctional energy quenching role of xanthophylls}}, + author = {Shari {Van Wittenberghe} and Valero Laparra and Jos\'e Ignacio Garc\'ia-Plazaola and Beatriz Fern\'andez-Mar\'in and Albert Porcar-Castell and Jos\'e Moreno}, + year = 2020, + journal = {Biochimica et Biophysica Acta (BBA) - Bioenergetics}, + pages = 148351, + issn = {0005-2728}, + keywords = {antheraxanthin, dynamic quenching, photoprotection, singlet excited Chl, spectral fitting, xanthophyll cycles, zeaxanthin}, +} +@article{Svendsen19amogape, + title = {{Active Emulation of Computer Codes with Gaussian Processes -- Application to Remote Sensing}}, + author = {Svendsen, D.H. and Martino, L. and Camps-Valls, G.}, + year = 2020, + journal = {Pattern Recognition}, + volume = 100, + number = 107103, + pages = {1--12}, +} +@article{Jagdhuber20tgars, + title = {{Estimation of Vegetation Structure Parameters From SMAP Radar Intensity Observations}}, + author = {T. {Jagdhuber} and C. {Montzka} and C. {L\'opez-Mart\'inez} and M. J. {Baur} and M. {Link} and M. {Piles} and N. N. {Das} and F. {Jonard}}, + year = 2020, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + pages = {1--17}, +} +@article{Tramontana19partition, + title = {{Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks}}, + author = {Tramontana, G. and Migliavacca, M. and Jung, M. and Reichstein, M. and Keenan, T. and Camps-Valls, G. and Ogee, J. and Verrelst, J. and Papale, D.}, + year = 2020, + journal = {Global Change Biology}, + volume = 26, + number = 9, +} +@article{Al-Yaari2019289, + title = {{Assessment and inter-comparison of recently developed/reprocessed microwave satellite soil moisture products using ISMN ground-based measurements}}, + author = {Al-Yaari, A. and Wigneron, J.-P. and Dorigo, W. and Colliander, A. and Pellarin, T. and Hahn, S. and Mialon, A. and Richaume, P. and Fern\'andez-Moran, R. and Fan, L. and Kerr, Y.H. and De Lannoy, G.}, + year = 2019, + journal = {Remote Sensing of Environment}, + volume = 224, + pages = {289--303}, + note = 9, +} +@article{Mateo19, + title = {{Synergistic Integration of Optical and Microwave Satellite Data for Crop Yield Estimation}}, + author = {Anna Mateo-Sanchis and Maria Piles and Jordi Mu\~{n}oz-Mar\'i and Jose E. Adsuara and Adri\'an P\'erez-Suay and Gustau Camps-Valls}, + year = 2019, + month = dec, + journal = {Remote Sensing of Environment}, + volume = 234, + pages = 111460, +} +@article{Chaparro2019RSE, + title = {{Sensitivity of L-band vegetation optical depth to carbon stocks in tropical forests: a comparison to higher frequencies and optical indices}}, + author = {David Chaparro and Gr\'egory Duveiller and Maria Piles and Alessandro Cescatti and Merc\`{e} Vall-llossera and Adriano Camps and Dara Entekhabi}, + year = 2019, + journal = {Remote Sensing of Environment}, + volume = 232, + pages = 111303, + issn = {0034-4257}, +} +@article{Fan2019944, + title = {{Satellite-observed pantropical carbon dynamics}}, + author = {Fan, L. and Wigneron, J.-P. and Ciais, P. and Chave, J. and Brandt, M. and Fensholt, R. and Saatchi, S.S. and Bastos, A. and Al-Yaari, A. and Hufkens, K. and Qin, Y. and Xiao, X. and Chen, C. and Myneni, R.B. and Fern\'andez-Moran, R. and Mialon, A. and Rodr\'iguez-Fern\'andez, N.J. and Kerr, Y. and Tian, F. and Pe\~{n}uelas, J.}, + year = 2019, + journal = {Nature Plants}, + volume = 5, + number = 9, + pages = {944--951}, + note = 4, +} +@article{GarciaSobrino19compress, + title = {{Improved Statistically-based Retrievals via Spatial-Spectral Data Compression for IASI data}}, + author = {Garc\'ia-Sobrino, J. and Laparra, V. and Serra-Sagrist\`{a} and Calbet, X. and Camps-Valls, G.}, + year = 2019, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + number = 99, + pages = {1--12}, +} +@article{CampsValls19nsr, + title = {{A Perspective on Gaussian Processes for Earth Observation}}, + author = {Gustau Camps-Valls and Dino Sejdinovic and Jakob Runge and Markus Reichstein}, + year = 2019, + month = mar, + journal = {National Science Review}, + volume = 6, + number = 4, + pages = {616--618}, + doi = {https://doi.org/10.1093/nsr/nwz028} +} +@article{TEUBNER2018b, + title = {{A carbon sink-driven approach to estimate gross primary production from microwave satellite observations}}, + author = {Irene E. Teubner and Matthias Forkel and Gustau Camps-Valls and Martin Jung and Diego G. Miralles and Gianluca Tramontana and Robin van der Schalie and Mariette Vreugdenhil and Leander M\"{o}singer and Wouter A. Dorigo}, + year = 2019, + month = aug, + journal = {Remote Sensing of Environment}, + volume = 229, + pages = {100--113}, +} +@article{MorenoSC19, + title = {{Foreword to the Special Issue on IGARSS 2018}}, + author = {Jos\'e F. Moreno, JF and Sobrino, JA and Camps-Valls, G}, + year = 2019, + journal = {{IEEE} {J} Sel. Topics in Appl. Earth Observ. and Remote Sensing}, + volume = 12, + number = 7, + pages = {2012--2014}, +} +@article{Adsuara19, + title = {{Nonlinear Distribution Regression for Remote Sensing Applications}}, + author = {Jose E. Adsuara and Adri\'an P\'erez-Suay and Jordi Mu\~{n}oz-Mar\'i and Anna Mateo-Sanchis and Maria Piles and Gustau Camps-Valls}, + year = 2019, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 57, + number = 12, + pages = {10025--10035}, +} +@article{Jung18fluxcom, + title = {{The FLUXCOM ensemble of global land-atmosphere energy fluxes}}, + author = {Jung, M. and Koirala, S. and Weber, U. and Ichii, K. and Gans, F. and Camps-Valls, G. and Papale, D. and Schwalm, C. and Tramontana, G. and Reichstein, M.}, + year = 2019, + journal = {Scientific Data}, + arxiv = {https://arxiv.org/abs/1812.04951}, +} +@article{Karthikeyan2019, + title = {{Simultaneous retrieval of global scale Vegetation Optical Depth, surface roughness, and soil moisture using X-band AMSR-E observations}}, + author = {Karthikeyan, L. and Pan, M. and Konings, A.G. and Piles, M. and Fern\'andez-Moran, R. and Nagesh Kumar, D. and Wood, E.F.}, + year = 2019, + journal = {Remote Sensing of Environment}, + volume = 234, + note = {0}, +} +@article{Karthik19, + title = {{Simultaneous retrieval of global scale Vegetation Optical Depth, surface roughness, and soil moisture using X-band AMSR-E observations}}, + author = {L. Karthikeyan and Ming Pan and Alexandra G. Konings and Mar\'ia Piles and Roberto Fern\'andez-Moran and D. Nagesh Kumar and Eric F. Wood}, + year = 2019, + journal = {Remote Sensing of Environment}, + volume = 234, + pages = 111473, + issn = {0034-4257}, +} +@article{Pipia19, + title = {{Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes}}, + author = {Luca Pipia and Jordi Mu\~{n}oz-Mar\'i and Eatidal Amin and Santiago Belda and Gustau Camps-Valls and Jochem Verrelst}, + year = 2019, + month = dec, + journal = {Remote Sensing of Environment}, + volume = 235, + pages = 111452, +} +@article{Piles19RSE, + title = {{Dominant Features of Global Surface Soil Moisture Variability observed by the SMOS satellite}}, + author = {M. Piles and J. Ballabrera-Poy and J. Mu\~{n}oz-Sabater}, + year = 2019, + journal = {Remote Sensing}, + volume = 11, + number = 1, + pages = 95, +} +@article{Malmgren-Hansen19cnn, + title = {{Statistical Retrieval of Atmospheric Profiles with Deep Convolutional Neural Networks}}, + author = {Malmgren-Hansen, D. and Laparra, V. and Nielsen, A.A. and Camps-Valls, G.}, + year = 2019, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 1, + number = 1, + pages = {1--1}, +} +@article{Marcello19mgrs, + title = {{Activities of the IEEE GRSS Spain Chapter}}, + author = {Marcello, J and Piles, M and Camps-Valls, G and L\'opez-Mart\'inez, C and \'alvarez-P\'erez, JL and Plaza, A}, + year = 2019, + month = jun, + journal = {IEEE Geoscience and Remote Sensing Magazine}, + volume = 7, + number = 2, + pages = {177--180}, + issn = {2168-6831}, +} +@article{Meyer19, + title = {{Estimating Gravimetric Water Content of a Winter Wheat Field from L-Band Vegetation Optical Depth}}, + author = {Meyer, Thomas and Jagdhuber, Thomas and Piles, Mar\'ia and Fink, Anita and Grant, Jennifer and Vereecken, Harry and Jonard, Fran\c{c}ois}, + year = 2019, + journal = {Remote Sensing}, + volume = 11, + number = 20, + issn = {2072-4292}, +} +@article{HE2019111201, + title = {{Satellite data-driven modeling of field scale evapotranspiration in croplands using the MOD16 algorithm framework}}, + author = {Mingzhu He and John S. Kimball and Yonghong Yi and Steven W. Running and Kaiyu Guan and \'alvaro Moreno and Xiaocui Wu and Marco Maneta}, + year = 2019, + journal = {Remote Sensing of Environment}, + volume = 230, + pages = 111201, + issn = {0034-4257}, + keywords = {Cropland, Evapotranspiration, 30-m, Landsat, MODIS}, +} +@article{PerezSuay19shsic, + title = {{Causal Inference in Geoscience and Remote Sensing from Observational Data}}, + author = {P\'erez-Suay, A. and Camps-Valls, G.}, + year = 2019, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 57, + number = 3, + pages = {1502--1513}, +} +@article{Padron18kacd, + title = {{Kernel Anomalous Change Detection for Remote Sensing Imagery}}, + author = {Padr\'on-Hidalgo, J. A. and Laparra, V. and Longbotham, N and Camps-Valls, G.}, + year = 2019, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 57, + number = 10, + pages = {7743--7755}, +} +@article{reichstein19nat, + title = {{Deep learning and process understanding for data-driven Earth System Science}}, + author = {Reichstein, M. and Camps-Valls, G. and Stevens, B. and Denzler, J. and Carvalhais, N. and Jung, M. and Prabhat}, + year = 2019, + month = feb, + journal = {Nature}, + volume = 566, + pages = {195--204}, +} +@article{robinson2019rangeland, + title = {{Rangeland Productivity Partitioned to Sub-Pixel Plant Functional Types}}, + author = {Robinson, Nathaniel P and Jones, Matthew O and Moreno, \'alvaro and Erickson, Tyler A and Naugle, David E and Allred, Brady W}, + year = 2019, + journal = {Remote Sensing}, + volume = 11, + number = 12, + pages = 1427, +} +@article{Runge19, + title = {{Inferring causation from time series with perspectives in Earth system sciences}}, + author = {Runge, J. and Bathiany, S. and Bollt, E. and Camps-Valls, G. and Coumou, D. and Deyle, E. and Clymour, C. and Kretschmer, M. and Mahecha, M. and Mu\~{n}oz-Mar\'i, J. and van Nes, E. and Peters, J. and Quax, R. and Reichstein, M. and Scheffer, M. and Sch\"{o}lkopf, B. and Spirtes, P. and Sugihara, G. and Sun, J. and Zhang, K. and Zscheischler, J.}, + year = 2019, + journal = {Nature Communications}, + number = 2553, + pages = {1--13}, +} +@article{SANCHEZRUIZ2019101913, + title = {{Growing stock volume from multi-temporal landsat imagery through google earth engine}}, + author = {Sergio S\'anchez-Ruiz and \'alvaro Moreno-Mart\'inez and Emma Izquierdo-Verdiguier and Marta Chiesi and Fabio Maselli and Mar\'ia Amparo Gilabert}, + year = 2019, + journal = {International Journal of Applied Earth Observation and Geoinformation}, + volume = 83, + pages = 101913, + issn = {0303-2434}, + keywords = {Growing stock volume, Guided regularized random forests, Google Earth Engine, Landsat, Spain}, +} +@article{Jorge19linearagape, + title = {{Gradient-based Automatic Look-Up Table Generator for Radiative Transfer Models}}, + author = {Vicent, J. and Alonso, L. and Martino, L. and Sabater, N. and Verrelst, J. and Camps-Valls, G. and Moreno, J.}, + year = 2019, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 57, + number = 2, + pages = {1040--1048}, +} +@article{Walther18trees, + title = {{Satellite observations of the contrasting response of trees and grasses to variations in water availability}}, + author = {Walther, S. and Duveiller, G. and Jung, M. and Guanter, L. and Cescatti, A. and Camps-Valls, G.}, + year = 2019, + journal = {Geophysical Research Letters}, + volume = 46, + number = 46, +} +@article{Wolanin18gpp, + title = {{Estimating Crop Gross Primary Productivity with Sentinel-2, Radiative Transfer Modeling and Machine Learning Methods}}, + author = {Wolanin, A. and Guanter, L. and Camps-Valls, G. and G\'omez-Chova, L. and Mateo-Garc\'ia, G. and van der Tol, C. and Zhang, Y.}, + year = 2019, + journal = {Remote Sensing of Environment}, +} +@article{Yin2019, + title = {{Intercomparison of soil moisture retrieved from GNSS-R and from passive L-band radiometry at the Valencia anchor station}}, + author = {Yin, C. and L\'opez-Baeza, E. and Martin-Neira, M. and Fern\'andez-Moran, R. and Yang, L. and Navarro-Camba, E.A. and Egido, A. and Mollfulleda, A. and Li, W. and Cao, Y. and Zhu, B. and Yang, D.}, + year = 2019, + journal = {Sensors}, + volume = 19, + number = 8, + note = {0}, +} +@article{campos2018critical, + title={A critical comparison of remote sensing Leaf Area Index estimates over rice-cultivated areas: From Sentinel-2 and Landsat-7/8 to MODIS, GEOV1 and EUMETSAT polar system}, + author={Campos-Taberner, Manuel and Garc{\'\i}a-Haro, Francisco Javier and Busetto, Lorenzo and Ranghetti, Luigi and Mart{\'\i}nez, Beatriz and Gilabert, Mar{\'\i}a Amparo and Camps-Valls, Gustau and Camacho, Fernando and Boschetti, Mirco}, + journal={Remote Sensing}, + volume={10}, + number={5}, + pages={763}, + year={2018}, + publisher={MDPI} +} +@article{Campos18gee, + title = {{Global estimation of biophysical variables from Google Earth Engine platform}}, + author = {Campos-Taberner, M. and Moreno-Mart\'inez, A. and Garc\'ia-Haro, F. J. and Camps-Valls, G. and Robinson, N. P. and Kattge, J. and Running, S.W.}, + year = 2018, + journal = {Remote Sensing}, + number = 10, + pages = 1167, +} +@article{CampsValls18sciasi, + title = {{Physics-aware Gaussian processes in remote sensing}}, + author = {Camps-Valls, Gustau and Svendsen, Daniel and Martino, Luca and Mu\~{n}oz-Mar\'i, Jordi and Laparra, Valero and Campos-Taberner, Manuel and Luengo, David}, + year = 2018, + month = jul, + journal = {Applied Soft Computing}, + volume = 68, + pages = {69--82}, +} +@article{Svendsen17jgp, + title = {{Joint Gaussian Processes for Biophysical Parameter Retrieval}}, + author = {D. H. Svendsen and L. Martino and M. Campos-Taberner and F. J. Garc\'ia-Haro and G. Camps-Valls}, + year = 2018, + month = mar, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 56, + number = 3, + pages = {1718--1727}, + issn = {0196-2892}, + arxiv = {https://arxiv.org/abs/1711.05197}, +} +@article{Chaparro2018249, + title = {{L-band vegetation optical depth seasonal metrics for crop yield assessment}}, + author = {David Chaparro and Maria Piles and Merc\`{e} Vall-llossera and Adriano Camps and Alexandra G. Konings and Dara Entekhabi}, + year = 2018, + journal = {Remote Sensing of Environment}, + volume = 212, + pages = {249--259}, + issn = {0034-4257}, + keywords = {Crop yield}, +} +@article{Fan2018210, + title = {{Evaluation of microwave remote sensing for monitoring live fuel moisture content in the Mediterranean region}}, + author = {Fan, L. and Wigneron, J.-P. and Xiao, Q. and Al-Yaari, A. and Wen, J. and Martin-StPaul, N. and Dupuy, J.-L. and Pimont, F. and Al Bitar, A. and Fern\'andez-Moran, R. and Kerr, Y.H.}, + year = 2018, + journal = {Remote Sensing of Environment}, + volume = 205, + pages = {210--223}, + note = 13, +} +@article{GarciaHARO201857, + title = {{Derivation of global vegetation biophysical parameters from EUMETSAT Polar System}}, + author = {Francisco Javier Garc\'ia-Haro and Manuel Campos-Taberner and Jordi Mu\~{n}oz-Mar\'i and Valero Laparra and Fernando Camacho and Jorge S\'anchez-Zapero and Gustau Camps-Valls}, + year = 2018, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 139, + pages = {57--74}, + issn = {0924-2716}, + keywords = {European Polar System (EPS), Biophysical parameters (LAI, FVC, FAPAR), Machine learning, Gaussian Process Regression (GPR), Radiative transfer modelling, AVHRR/MetOp}, +} +@article{Gomez18ksnr, + title = {{Signal-to-Noise Ratio in reproducing kernel Hilbert spaces}}, + author = {G\'omez-Chova, L. and Santos-Rodr\'iguez, R. and Camps-Valls, G.}, + year = 2018, + month = sep, + journal = {Pattern Recognition Letters}, + volume = 112, + pages = {75--82}, +} +@article{Portal2018JSTARS, + title = {{A Spatially Consistent Downscaling Approach for SMOS Using an Adaptive Moving Window}}, + author = {Gerard Portal and Merce Vall-llossera and Maria Piles and Adriano Camps and David Chaparro and Miriam Pablos and Luciana Rossato}, + year = 2018, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, +} +@article{TEUBNER201879, + title = {{Assessing the relationship between microwave vegetation optical depth and gross primary production}}, + author = {Irene E. Teubner and Matthias Forkel and Martin Jung and Yi Y. Liu and Diego G. Miralles and Robert Parinussa and Robin van der Schalie and Mariette Vreugdenhil and Christopher R. Schwalm and Gianluca Tramontana and Gustau Camps-Valls and Wouter A. Dorigo}, + year = 2018, + journal = {International Journal of Applied Earth Observation and Geoinformation}, + volume = 65, + pages = {79--91}, + issn = {0303-2434}, + keywords = {Microwave remote sensing, Vegetation dynamics, Ecosystem productivity, ASCAT, SMOS, AMSR-E}, +} +@article{MARTINO20181, + title = {{The Recycling Gibbs sampler for efficient learning}}, + author = {Luca Martino and V\'ictor Elvira and Gustau Camps-Valls}, + year = 2018, + journal = {Digital Signal Processing}, + volume = 74, + pages = {1--13}, + issn = {1051-2004}, + keywords = {Bayesian inference, Markov Chain Monte Carlo (MCMC), Gibbs sampling, Gaussian Processes (GP), Automatic relevance determination (ARD)}, +} +@article{MARTINO2018134, + title = {{A review of multiple try MCMC algorithms for signal processing}}, + author = {Luca Martino}, + year = 2018, + journal = {Digital Signal Processing}, + volume = 75, + pages = {134--152}, + issn = {1051-2004}, + keywords = {Markov Chain Monte Carlo, Multiple Try Metropolis, Particle Metropolis–Hastings, Particle filtering, Monte Carlo methods, Bayesian inference}, +} +@article{MartinezGarcia18plos, + title = {{Derivatives and inverse of cascaded linear+nonlinear neural models}}, + author = {Mart\'inez-Garc\'ia, M. and Cyriac, P. and Batard, T. and Bertalmio, M. and Malo, J.}, + year = 2018, + journal = {PLOS One}, + arxiv = {https://arxiv.org/abs/1606.00144}, +} +@article{Martino18gis, + title = {{Group Importance Sampling for Particle Filtering and MCMC}}, + author = {Martino, L. and Elvira, V. and Gustau Camps-Valls}, + year = 2018, + journal = {Digital Signal Processing}, + volume = 82, + number = 1, + pages = {133--151}, +} +@article{mateo-Garcia_multitemporal_2018, + title = {{Multitemporal Cloud Masking in the Google Earth Engine}}, + author = {Mateo-Garc\'ia, Gonzalo and G\'omez-Chova, Luis and Amor\'os-L\'opez, Julia and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau}, + year = 2018, + month = jul, + journal = {Remote Sensing}, + volume = 10, + number = 7, + pages = 1079, + urldate = {2018-07-10}, + copyright = {http://creativecommons.org/licenses/by/3.0/}, + language = {en}, +} +@article{Mateo18wgp, + title = {{Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference}}, + author = {Mateo, A. and Mu\~{n}oz-Mar\'i, J. and P\'erez-Suay, A. and Camps-Valls, G.}, + year = 2018, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 15, + number = 11, + pages = {1647--1651}, +} +@article{Moreno18, + title = {{A methodology to derive global maps of leaf traits using remote sensing and climate data}}, + author = {Moreno-Mart\'inez, A. and Camps-Valls, G. and Kattge, J. and Robinson, N. and Reichstein, M. and van~Bodegom, P. and Kramer, K. and Cornelissen, J.H.C. and Reich, P. and Bahn, M. and Niinemets, U. and Penuelas, J. and Craine, J.M. and Cerabolini, B.E.L. and Minden, V. and Laughlin, D.C. and Sack, L. and Allred, B. and Baraloto, C. and Byun, C. and Soudzilovskaia, N.A. and Running, S.W.}, + year = 2018, + journal = {Remote Sensing of Environment}, + volume = 218, + number = 12, + pages = {69--88}, +} +@article{Sanchez2018141, + title = {{Integrated remote sensing approach to global agricultural drought monitoring}}, + author = {Nilda S\'anchez and \'angel Gonz\'alez-Zamora and Jos\'e Mart\'inez-Fern\'andez and Maria Piles and Miriam Pablos}, + year = 2018, + journal = {Agricultural and Forest Meteorology}, + volume = 259, + pages = {141--153}, + issn = {0168-1923}, +} +@article{Morales17rffvffgp, + title = {{Remote Sensing Image Classification With Large-Scale Gaussian Processes}}, + author = {P. Morales-\'alvarez and A. P\'erez-Suay and R. Molina and G. Camps-Valls}, + year = 2018, + month = feb, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 56, + number = 2, + pages = {1103--1114}, + issn = {0196-2892}, +} +@article{PerezSuay18lm, + title = {{Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks}}, + author = {P\'erez-Suay, A. and Amor\'os, J. and G\'omez-Chova, L. and Laparra, V. and and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G.}, + year = 2018, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 11, + number = 11, + pages = {3977--3987}, +} +@article{su10010181, + title = {{Earth Observation-Based Operational Estimation of Soil Moisture and Evapotranspiration for Agricultural Crops in Support of Sustainable Water Management}}, + author = {Petropoulos, George P. and Srivastava, Prashant K. and Piles, Maria and Pearson, Simon}, + year = 2018, + journal = {Sustainability}, + volume = 10, + number = 1, + issn = {2071-1050}, +} +@article{rs10050786, + title = {{Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data}}, + author = {Ruescas, Ana Bel\'en and Hieronymi, Martin and Mateo-Garc\'ia, Gonzalo and Koponen, Sampsa and Kallio, Kari and Camps-Valls, Gustau}, + year = 2018, + journal = {Remote Sensing}, + volume = 10, + number = 5, + issn = {2072-4292}, + article = 786, +} +@article{Szigarski2018RS, + title = {{Analysis of the Radar Vegetation Index and Potential Improvements}}, + author = {Szigarski, Christoph and Jagdhuber, Thomas and Baur, Martin and Thiel, Christian and Parrens, Marie and Wigneron, Jean-Pierre and Piles, Maria and Entekhabi, Dara}, + year = 2018, + journal = {Remote Sensing}, + volume = 10, + number = 11, + issn = {2072-4292}, + article-number = 1776, +} +@article{Verrelst2018SG, + title = {{Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods}}, + author = {Verrelst, Jochem and Malenovsky, Zbynek and Van der Tol, Christiaan and Camps-Valls, Gustau and Gastellu-Etchegorry, Jean-Philippe and Lewis, Philip and North, Peter and Moreno, Jos\'e}, + year = 2018, + month = jun, + day = {01}, + journal = {Surveys in Geophysics}, + issn = {1573-0956}, +} +@article{Jorge18emulainterp, + title = {{Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes}}, + author = {Vicent, J. and Verrelst, J. and Rivera-Caicedo, J.P. and Sabater, N. and Mu\~{n}oz-Mar\'i, J. and and Camps-Valls, G. and Moreno, J.}, + year = 2018, + month = dec, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 11, + number = 12, + pages = {4918--4931}, +} +@article{Bailly17, + title = {{Nonlinear Time-Series Adaptation for Land Cover Classification}}, + author = {A. Bailly and L. Chapel and R. Tavenard and G. Camps-Valls}, + year = 2017, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = {Pp}, + number = 99, + pages = {1--5}, + issn = {1545-598x}, + keywords = {Distortion,Kernel,Manifolds,Remote sensing,Satellites,Time series analysis,Vegetation mapping,Domain adaptation,kernel methods,land cover classification,manifold alignment,time series.}, +} +@article{Barella17, + title = {{Comparison of measured brightness temperatures from SMOS with modelled ones from ORCHIDEE and H-TESSEL over the Iberian Peninsula}}, + author = {A. Barella-Ortiz and J. Polcher and P. de Rosnay and M. Piles and E. Gelat}, + year = 2017, + journal = {Hydrology and Earth System Science}, + volume = 21, + pages = {357--375}, + timestamp = {2017.02.28}, +} +@article{Perez17shsic, + title = {{Sensitivity maps of the Hilbert–Schmidt independence criterion}}, + author = {Adri\'an P\'erez-Suay and Gustau Camps-Valls}, + year = 2017, + journal = {Applied Soft Computing}, + issn = {1568-4946}, + arxiv = {https://arxiv.org/pdf/1611.00555v1.pdf}, +} +@article{PerezSuay2017, + title = {{Randomized kernels for large scale Earth observation applications}}, + author = {Adrian P\'erez-Suay and Julia Amoros-L\'opez and Luis G\'omez-Chova and Valero Laparra and Jordi Mu\~{n}oz-Mar\'i and Gustau Camps-Valls}, + year = 2017, + journal = {Remote Sensing of Environment}, + pages = {-}, + issn = {0034-4257}, + keywords = {Machine learning}, +} +@article{KONINGS2017460, + title = {{L-band vegetation optical depth and effective scattering albedo estimation from SMAP}}, + author = {Alexandra G. Konings and Maria Piles and Narendra Das and Dara Entekhabi}, + year = 2017, + journal = {Remote Sensing of Environment}, + volume = 198, + pages = {460--470}, + issn = {0034-4257}, + keywords = {Vegetation optical depth}, +} +@article{AlonsoRS17, + title = {{Diurnal Cycle Relationships between Passive Fluorescence, PRI and NPQ of Vegetation in a Controlled Stress Experiment}}, + author = {Alonso, Luis and Van Wittenberghe, Shari and Amor\'os-L\'opez, Julia and Vila-Franc\'es, Joan and G\'omez-Chova, Luis and Moreno, Jos\'e}, + year = 2017, + month = jul, + journal = {Remote Sensing}, + volume = 9, + number = 8, + pages = {1--16}, + issn = {2072-4292}, + doi = {http://dx.doi.org/10.3390/rs9080770}, +} +@article{Blix17sgp, + title = {{Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation}}, + author = {Blix, K. and Jenssen, R. and Camps-Valls, Gustau}, + year = 2017, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 1, + number = 1, + pages = {1--13}, +} +@article{borras2017clasificacion, + title = {{Clasificaci\'on de usos del suelo a partir de im\'agenes Sentinel-2}}, + author = {Borr{\`a}s, J and Delegido, Jes\'us and Pezzola, A and Pereira, M and Morassi, G and Camps-Valls, G}, + year = 2017, + journal = {Revista de Teledetecci\'on}, + publisher = {Universitat Polit{\`e}cnica de Val{\`e}ncia}, + number = 48, + pages = {55--66}, +} +@article{campos2017development, + title = {{Development of an Earth observation processing chain for crop biophysical parameters at local and global scale}}, + author = {Campos-Taberner, M. and Garc\'ia-Haro, F. J. and Camps-Valls, G.}, + year = 2017, + journal = {Revista de Teledeteccion}, + number = 50, + pages = {101--104}, +} +@article{Chaparro17, + title = {{The Role of Climatic Anomalies and Soil Moisture in the Decline of Drought-Prone Forests}}, + author = {Chaparro, D. and Vayreda, J. and Vall-llossera, M. and Banqu\'e, M. and Piles, M. and Camps, A. and Mart\'inez-Vilalta, J.}, + year = 2017, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 10, + number = 2, + pages = {503--514}, +} +@article{Izquierdo17okeca, + title = {{Optimized Kernel Entropy Components}}, + author = {E. Izquierdo-Verdiguier and V. Laparra and R. Jenssen and L. G\'omez-Chova and G. Camps-Valls}, + year = 2017, + month = jun, + journal = {IEEE Transactions on Neural Networks and Learning Systems}, + volume = 28, + number = 6, + pages = {1466--1472}, + issn = {2162-237x}, + keywords = {Entropy,Erbium,Estimation,Feature extraction,Kernel,Matrix decomposition,Optimization,Density estimation,entropy component analysis,feature extraction,kernel methods}, +} +@article{Fernandez-Moran2017, + title = {{SMOS-IC: An alternative SMOS soil moisture and vegetation optical depth product}}, + author = {Fern\'andez-Moran, R. and Al-Yaari, A. and Mialon, A. and Mahmoodi, A. and Al Bitar, A. and De Lannoy, G. and Rodr\'iguez-Fern\'andez, N. and L\'opez-Baeza, E. and Kerr, Y. and Wigneron, J.-P.}, + year = 2017, + journal = {Remote Sensing}, + volume = 9, + number = 5, + note = 59, +} +@article{Fernandez-Moran201727, + title = {{A new calibration of the effective scattering albedo and soil roughness parameters in the SMOS SM retrieval algorithm}}, + author = {Fern\'andez-Moran, R. and Wigneron, J.-P. and De Lannoy, G. and L\'opez-Baeza, E. and Parrens, M. and Mialon, A. and Mahmoodi, A. and Al-Yaari, A. and Bircher, S. and Al Bitar, A. and Richaume, P. and Kerr, Y.}, + year = 2017, + journal = {International Journal of Applied Earth Observation and Geoinformation}, + volume = 62, + pages = {27--38}, + note = 16, +} +@article{GomezChova17, + title = {{Cloud masking and removal in remote sensing image time series}}, + author = {G\'omez-Chova, Luis and Amoros-L\'opez, Julia and Mateo-Garc\'ia, Gonzalo and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau}, + year = 2017, + journal = {Journal of Applied Remote Sensing}, + volume = 11, + number = 1, + pages = {015005}, + isbn = {1931-3195}, +} +@article{Garcia17compress, + title = {{Statistical Atmospheric Parameter Retrieval Largely Benefits from Spatial-Spectral Image Compression}}, + author = {Garc\'ia Sobrino, J. and Serra-Sagrista and Laparra, V. and Calbet, X. and Camps-Valls, G.}, + year = 2017, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 55, + number = 4, + pages = {2213--2224}, +} +@article{campsvalls_et_al:DR:2017:7356, + title = {{Computer Science Meets Ecology (Dagstuhl Seminar 17091)}}, + author = {Gustau Camps-Valls and Thomas Hickler and Birgitta K\"{o}nig-Ries}, + year = 2017, + journal = {Dagstuhl Reports}, + publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik}, + address = {Dagstuhl, Germany}, + volume = 7, + number = 2, + pages = {109--134}, + issn = {2192-5283}, + editor = {Gustau Camps-Valls and Thomas Hickler and Birgitta K\"{o}nig-Ries}, + urn = {urn:nbn:de:0030-drops-73567}, + annote = {Keywords: ecology, biodiversity, earth observation, earth system, remote sensing, computer science, citizen science, big data, data integration, modeling, sema}, +} +@article{Munoz17hyperlabelme, + title = {{HyperLabelMe: a Web Platform for Benchmarking Remote Sensing Image Classifiers}}, + author = {Jordi Mu\~{n}oz-Mar\'i and Emma Izquierdo-Verdiguier and Manuel Campos-Taberner and Adri\'an P\'erez-Suay and Luis G\'omez-Chova and Gonzalo Mateo-Garc\'ia and Ana B. Ruescas and Valero Laparra and Jos\'e A. Padr\'on and Julia Amor\'os and Gustau Camps-Valls}, + year = 2017, + journal = {IEEE Geoscience and Remote Sensing Magazine}, + volume = 5, + number = 4, + pages = {79--85}, +} +@article{Rivera17fe, + title = {{Hyperspectral dimensionality reduction for biophysical variable statistical retrieval}}, + author = {Juan Pablo Rivera-Caicedo and Jochem Verrelst and Jordi Mu\~{n}oz-Mar\'i and Gustau Camps-Valls and Jos\'e Moreno}, + year = 2017, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 132, + pages = {88--101}, + issn = {0924-2716}, +} +@article{Jung17nat, + title = {{Compensatory water effects link yearly global land CO2 sink changes to temperature}}, + author = {Jung, Martin and Reichstein, Markus and Schwalm, Christopher R. and Huntingford, Chris and Sitch, Stephen and Ahlstr\"{o}m, Anders and Arneth, Almut and Camps-Valls, Gustau and Ciais, Philippe and Friedlingstein, Pierre and Gans, Fabian and Ichii, Kazuhito and Jain, Atul K. and Kato, Etsushi and Papale, Dario and Poulter, Ben and Raduly, Botond and R\"{o}denbeck, Christian and Tramontana, Gianluca and Viovy, Nicolas and Wang, Ying-Ping and Weber, Ulrich and Zaehle, S\"{o}nke and Zeng, Ning}, + year = 2017, + month = jan, + journal = {Nature}, + volume = 541, + number = 7638, + pages = {516--520}, +} +@article{Roetzer17, + title = {{Relationship Between Vegetation Microwave Optical Depth and Cross-Polarized Backscatter From Multiyear Aquarius Observations}}, + author = {K. Roetzer and C. Montzka and D. Entekhabi and A. G. Konings and K. A. McColl and M. Piles and H. Vereecken}, + year = 2017, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = {Pp}, + number = 99, + pages = {1--11}, + issn = {1939-1404}, + keywords = {Backscatter,Microwave radiometry,Optical polarization,Optical scattering,Optical sensors,Soil moisture,Vegetation mapping,Microwave measurements,microwave radiometry,radar measurements,remote sensing,vegetation mapping}, +} +@article{GRL:GRL55846, + title = {{Global distribution of groundwater-vegetation spatial covariation}}, + author = {Koirala, Sujan and Jung, Martin and Reichstein, Markus and de Graaf, Inge E. M. and Camps-Valls, Gustau and Ichii, Kazuhito and Papale, Dario and Reduly, Botond and Schwalm, Christopher R. and Tramontana, Gianluca and Carvalhais, Nuno}, + year = 2017, + journal = {Geophysical Research Letters}, + pages = {n/a--n/a}, + issn = {1944-8007}, + note = {2017gl072885}, + keywords = {Carbon cycling, Ecosystems: structure and dynamics, Water cycles, Eco-hydrology, Groundwater hydrology, Groundwater, Plant Productivity, Ecosystem, Spatial covariation, Ecohydrological patterns}, +} +@article{MARTINO2017IET, + title = {{Parsimonious Adaptive Rejection Sampling}}, + author = {Luca Martino}, + year = 2017, + journal = {IET Electronics Letters}, + volume = 53, + pages = {1115--1117}, + arxiv = {http://vixra.org/abs/1705.0093}, +} +@article{CamposTaberner17sar, + title = {{Exploitation of SAR and optical Sentinel data to detect rice crop and estimate seasonal dynamics of leaf area index}}, + author = {Manuel Campos-Taberner, M. and Garc\'ia-Haro, F.J and Camps-Valls, G. and Grau-Muedra, G. and Nutini, F. and Busetto, L. and Katsantonis, D. and Stavrakoudis, D. and Minakou, C. and Gatti, L. and Barbieri, M. and Holecz, F. and Stroppiana, D. and Boschetti, M.}, + year = 2017, + journal = {Remote Sensing}, + volume = 9, + number = 3, + pages = 248, +} +@article{Eleveld17, + title = {{An Optical Classification Tool for Global Lake Waters}}, + author = {Marieke A. Eleveld and Ana B. Ruescas and Annelies Hommersom and Tim Moore and Steef Peters and Carsten Brockmann}, + year = 2017, + journal = {Remote Sensing}, +} +@article{MartinezGarcia17plos, + title = {{Topographic Independent Component Analysis reveals random scrambling of orientation in visual space}}, + author = {Mart\'inez Garc\'ia, M. and Mart\'inez Otero, L. and Malo, J.}, + year = 2017, + journal = {PLOS One}, +} +@article{Mei17, + title = {{A Cloud masking algorithm for the XBAER aerosol retrieval using MERIS data}}, + author = {Mei, Linlu and Vountas, Marco and G\'omez-Chova, Luis and Rozanov, Vladimir and J\"{a}ger, Malte and Lotz, Wolfhardt and Burrows, John P. and Hollmann, Rainer}, + year = 2017, + month = aug, + journal = {Remote Sensing of Environment}, + volume = 197, + pages = {141--160}, + issn = {0034-4257}, + doi = {http://dx.doi.org/10.1016/j.rse.2016.11.016}, +} +@article{Parrens20171223, + title = {{Estimation of the L-band effective scattering albedo of tropical forests using SMOS observations}}, + author = {Parrens, M. and Al Bitar, A. and Mialon, A. and Fern\'andez-Moran, R. and Ferrazzoli, P. and Kerr, Y. and Wigneron, J.-P.}, + year = 2017, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 14, + number = 8, + pages = {1223--1227}, + note = 5, +} +@article{Parrens201773, + title = {{Considering combined or separated roughness and vegetation effects in soil moisture retrievals}}, + author = {Parrens, M. and Wigneron, J.-P. and Richaume, P. and Al Bitar, A. and Mialon, A. and Fern\'andez-Moran, R. and Al-Yaari, A. and O'Neill, P. and Kerr, Y.}, + year = 2017, + journal = {International Journal of Applied Earth Observation and Geoinformation}, + volume = 55, + pages = {73--86}, + note = 14, +} +@article{SanchezRuiz17, + title = {{Quantifying water stress effect on daily light use efficiency in Mediterranean ecosystems using satellite data}}, + author = {Sanchez-Ruiz, S. and Moreno, A. and Piles, M. and Maselli, F. and Carrara, A. and Running, S. and Gilabert, M.A.}, + year = 2017, + journal = {International Journal of Digital Earth}, + volume = 10, + number = 6, + pages = {623--638}, +} +@article{Laparra17OSA, + title = {{Perceptually optimized image rendering}}, + author = {Valero Laparra and Alexander Berardino and Johannes Balle and Eero P. Simoncelli}, + year = 2017, + month = sep, + journal = {J. Opt. Soc. Am. A}, + publisher = {Osa}, + volume = 34, + number = 9, + pages = {1511--1525}, + keywords = {Halftone image reproduction, Image enhancement, Inverse problems, Image quality assessment, Vision - contrast sensitivity , Computational imaging}, +} +@article{Verrelst17scope, + title = {{SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra}}, + author = {Verrelst, Jochem and Rivera Caicedo, Juan Pablo and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau and Moreno, Jos\'e}, + year = 2017, + journal = {Remote Sensing}, + volume = 9, + number = 9, + issn = {2072-4292}, +} +@article{Wigneron2017238, + title = {{Modelling the passive microwave signature from land surfaces: A review of recent results and application to the L-band SMOS \& SMAP soil moisture retrieval algorithms}}, + author = {Wigneron, J.-P. and Jackson, T.J. and O'Neill, P. and De Lannoy, G. and de Rosnay, P. and Walker, J.P. and Ferrazzoli, P. and Mironov, V. and Bircher, S. and Grant, J.P. and Kurum, M. and Schwank, M. and Munoz-Sabater, J. and Das, N. and Royer, A. and Al-Yaari, A. and Al Bitar, A. and Fern\'andez-Moran, R. and Lawrence, H. and Mialon, A. and Parrens, M. and Richaume, P. and Delwart, S. and Kerr, Y.}, + year = 2017, + journal = {Remote Sensing of Environment}, + volume = 192, + pages = {238--262}, + note = 94, +} +@article{konings2016vegetation, + title={Vegetation optical depth and scattering albedo retrieval using time series of dual-polarized L-band radiometer observations}, + author={Konings, Alexandra G and Piles, Mar{\'\i}a and R{\"o}tzer, Kathrina and McColl, Kaighin A and Chan, Steven K and Entekhabi, Dara}, + journal={Remote sensing of environment}, + volume={172}, + pages={178--189}, + year={2016}, + publisher={Elsevier} +} +@article{Amrani16, + title = {{Regression Wavelet Analysis for Loss less Coding of Remote-Sensing Data}}, + author = {Amrani,N. and Serra-Sagrista, J. and Laparra, V. and Marcellin, W. Malo, J.}, + year = 2016, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 54, + number = 9, + pages = {5616--5627}, +} +@article{Campos16jstars, + title = {{Processing of Extremely high resolution LiDAR and optical data: Outcome of the 2015 IEEE GRSS Data Fusion Contest. Part A: 2D contest}}, + author = {Campos-Taberner, M. and Romero-Soriano, A. and Gatta, C. and Camps-Valls, G. and Lagrange, A. and Le~Saux, B. and ONERA~TEAM and Shimoni, M. and Moser, G. and Tuia, D.}, + year = 2016, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 9, + number = 7, +} +@article{CampsValls16grsm, + title = {{A Survey on Gaussian Processes for Earth Observation Data Analysis: A Comprehensive Investigation}}, + author = {Camps-Valls, G. and Verrelst, J. and Mu\~{n}oz-Mar\'i, J. and Laparra, V. and Mateo-Jim\'enez, F. and G\'omez-Dans, J.}, + year = 2016, + month = jun, + journal = {IEEE Geoscience and Remote Sensing Magazine}, + number = 6, +} +@article{CampsValls16ksam, + title = {{Kernel spectral angle mapper}}, + author = {Camps-Valls, G.}, + year = 2016, + month = jun, + journal = {IEE Electronics Letters}, + volume = 52, + number = 14, + pages = {1218--1220}, + issn = {1350-911x}, +} + +@article{Chaparro2016eu, + title = {{Surface moisture and temperature trends anticipate drought conditions linked to wildfire activity in the Iberian Peninsula}}, + author = {Chaparro, D. and Piles, M. and Vall-llossera, M. and Camps, A.}, + year = 2016, + journal = {European Journal of Remote Sensing}, + volume = 49, + pages = {955--971}, +} +@article{Chaparro16a, + title = {{Predicting the Extent of Wildfires Using Remotely Sensed Soil Moisture and Temperature Trends}}, + author = {Chaparro, D. and Vall-llossera, M. and Piles, M. and Camps, A. and R\"udiger, C. and Riera-Tatch\'e, R.}, + year = 2016, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 9, + number = 6, + pages = {2818--2829}, +} +@article{Tuia20161, + title = {{Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization}}, + author = {Devis Tuia and Diego Marcos and Gustau Camps-Valls}, + year = 2016, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 120, + pages = {1--12}, + issn = {0924-2716}, + keywords = {Feature extraction}, +} +@article{CampsValls16grsmintro, + title = {{Advances in Machine Learning for Remote Sensing and Geosciences}}, + author = {Gustau Camps-Valls, Jos\'e Bioucas-Dias and Melba Crawford}, + year = 2016, + month = jun, + journal = {IEEE Geoscience and Remote Sensing Magazine}, + number = 6, +} +@article{Izquierdo16okeca, + title = {{Optimized Kernel Entropy Components}}, + author = {Izquierdo-Verdiguier, E. and Laparra, V. and Jenssen, R. and G\'omez-Chova, L. and Camps-Valls, G.}, + year = 2016, + journal = {IEEE Transactions on Neural Networks and Learning Systems}, + number = 6, + pages = {1466--1472}, +} +@article{Sobrino2016149, + title = {{Synergistic use of MERIS and AATSR as a proxy for estimating Land Surface Temperature from Sentinel-3 data}}, + author = {J.A. Sobrino and J.C. Jim\'enez-Mu\~{n}oz and G. S\`{o}ria and A.B. Ruescas and O. Danne and C. Brockmann and D. Ghent and J. Remedios and P. North and C. Merchant and M. Berger and P.P. Mathieu and F.-M. G\"{o}ttsche}, + year = 2016, + journal = {Remote Sensing of Environment}, + volume = 179, + pages = {149--161}, + issn = {0034-4257}, + keywords = {Land Surface Temperature}, +} +@article{Polcher2016, + title = {{Comparing surface-soil moisture from the SMOS mission and the ORCHIDEE land-surface model over the Iberian Peninsula}}, + author = {Jan Polcher and Maria Piles and Emiliano Gelati and Ana\"{\i}s Barella-Ortiz and Marivi Tello}, + year = 2016, + journal = {Remote Sensing of Environment}, + volume = 174, + pages = {69--81}, + issn = {0034-4257}, + keywords = {Soil moisture, Remote sensing, SMOS, Land-surface modelling, ORCHIDEE}, +} +@article{JVMalo2016, + title = {{The Maximum Differentiation competition depends on the Viewing Conditions}}, + author = {Jes\'us Malo and David Kane and Marcelo Bertalmeo}, + year = 2016, + journal = {Journal of Vision}, + volume = 16, + number = 12, + pages = {822--823}, + timestamp = {2017.02.09}, +} +@article{verrelst2016spectral, + title={Spectral band selection for vegetation properties retrieval using Gaussian processes regression}, + author={Verrelst, Jochem and Rivera, Juan Pablo and Gitelson, Anatoly and Delegido, Jesus and Moreno, Jos{\'e} and Camps-Valls, Gustau}, + journal={International Journal of Applied Earth Observation and Geoinformation}, + volume={52}, + pages={554--567}, + year={2016}, + publisher={Elsevier} +} +@article{Pablos2016eu, + title = {{Impact of day/night time land surface temperature in soil moisture disaggregation algorithms}}, + author = {Pablos, M. and Piles, M. and S\'anchez, N. and Vall-llossera, M. and Mart\'inez-Fern\'andez, J. and Camps}, + year = 2016, + journal = {European Journal of Remote Sensing}, + volume = 49, + pages = {899--916}, +} +@article{Piles2016rse, + title = {{Towards improved spatio-temporal resolution soil moisture retrievals from the synergy of SMOS and MSG SEVIRI spaceborne observations}}, + author = {Piles, M. and Petropoulos, G. and S\'anchez, N. and Gonz\'alez-Zamora, A. and Ireland, G.}, + year = 2016, + journal = {Remote Sensing of Environment}, + volume = 180, + pages = {403--417}, +} +@article{Campos16rse, + title = {{Multitemporal and multiresolution leaf area index retrieval for operational local rice crop monitoring}}, + author = {Manuel Campos-Taberner and Francisco Javier Garc\'ia-Haro and Gustau Camps-Valls and Gon\c{c}al Grau-Muedra and Francesco Nutini and Alberto Crema and Mirco Boschetti}, + year = 2016, + journal = {Remote Sensing of Environment}, + volume = 187, + pages = {102--118}, + issn = {0034-4257}, +} +@article{Pablos2016, + title = {{Multi-Temporal Evaluation of Soil Moisture and Land Surface Temperature Dynamics Using in Situ and Satellite Observations}}, + author = {Pablos, Miriam and Mart\'inez-Fern\'andez, Jos\'e and Piles, Mar\'ia and S\'anchez, Nilda and Vall-llossera, Merc\`{e} and Camps, Adriano}, + year = 2016, + journal = {Remote Sensing}, + volume = 8, + number = 7, + issn = {2072-4292}, + article-number = 587, +} +@article{Parrens2016122, + title = {{Global-scale surface roughness effects at L-band as estimated from SMOS observations}}, + author = {Parrens, M. and Wigneron, J.-P. and Richaume, P. and Mialon, A. and Al Bitar, A. and Fern\'andez-Moran, R. and Al-Yaari, A. and Kerr, Y.H.}, + year = 2016, + journal = {Remote Sensing of Environment}, + volume = 181, + pages = {122--136}, + note = 28, +} +@article{Romero16deepcnn, + title = {{Unsupervised Deep Feature Extraction for Remote Sensing Image Classification}}, + author = {Romero, A. and Gatta, C. and Camps-Valls, G.}, + year = 2016, + journal = {Geoscience and Remote Sensing, IEEE Transactions on}, + volume = 54, + number = 3, + pages = {1349--1362}, + issn = {0196-2892}, + keywords = {Computer architecture,Feature extraction,Remote sensing,Sociology,Statistics,Training,Unsupervised learning,Aerial image classification,classification,deep convolutional networks,deep learning,feature extraction,hyperspectral (HS) image,multispectral (MS) images,segmentation,sparse features learning,very high resolution (VHR)}, +} +@article{data1030018, + title = {{The Land Surface Temperature Synergistic Processor in BEAM: A Prototype towards Sentinel-3}}, + author = {Ruescas, A. B. and Danne, O. and Fomferra, N. and Brockmann, C.}, + year = 2016, + journal = {Data}, + volume = 1, + number = 3, + pages = 18, + issn = {2306-5729}, + arxiv = {https://arxiv.org/abs/1611.00557}, +} +@article{Sanchez2016, + title = {{A New Soil Moisture Agricultural Drought Index (SMADI) Integrating MODIS and SMOS Products: A Case of Study over the Iberian Peninsula}}, + author = {S\'anchez, Nilda and Gonz\'alez-Zamora, \'angel and Piles, Mar\'ia and Mart\'inez-Fern\'andez, Jos\'e}, + year = 2016, + journal = {Remote Sensing}, + volume = 8, + number = 4, + article-number = 287, +} +@article{Tramontana16bg, + title = {{Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms}}, + author = {Tramontana, G. and Jung, M. and Camps-Valls, G. and Ichii, K. and Raduly, B. and Reichstein, M. and Schwalm, C. R. and Arain, M. A. and Cescatti, A. and Kiely, G. and Merbold, L. and Serrano-Ortiz, P. and Sickert, S. and Wolf, S. and Papale, D.}, + year = 2016, + journal = {Biogeosciences Discussions}, + volume = 2016, + pages = {1--33}, +} +@article{Tuia16plosone, + title = {{Kernel Manifold Alignment for Domain Adaptation}}, + author = {Tuia, D. and G. Camps-Valls}, + year = 2016, + journal = {PLoS ONE}, + number = 6, +} +@article{gonzalez2016enhancing, + title={Enhancing SMOS brightness temperatures over the ocean using the nodal sampling image reconstruction technique}, + author={Gonz{\'a}lez-Gambau, Ver{\'o}nica and Olmedo, Estrella and Turiel, Antonio and Mart{\'\i}nez, Justino and Ballabrera-Poy, Joaquim and Portabella, Marcos and Piles, Mar{\'\i}a}, + journal={Remote Sensing of Environment}, + volume={180}, + pages={205--220}, + year={2016}, + publisher={Elsevier} +} +@article{Verrelst16gpal, + title = {{Active learning methods for efficient hybrid biophysical variable retrieval}}, + author = {Verrelst, J. and Dethier, S. and Rivera, J.P. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G. and Moreno, J.}, + year = 2016, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 13, + number = 7, + pages = {1012--1016}, +} +@article{Verrelst16rs, + title = {{Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis}}, + author = {Verrelst, Jochem and Sabater, Neus and Rivera, Juan Pablo and Mu\~{n}oz-Mar\'i, Jordi and Vicent, Jorge and Camps-Valls, Gustau and Moreno, Jos\'e}, + year = 2016, + journal = {Remote Sensing}, + volume = 8, + number = 8, + pages = 673, + issn = {2072-4292}, +} +@article{GONZALEZZAMORA2015123, + title = {{Long-term SMOS soil moisture products: A comprehensive evaluation across scales and methods in the Duero Basin (Spain)}}, + author = {\'angel Gonz\'alez-Zamora and Nilda S\'anchez and Jos\'e Mart\'inez-Fern\'andez and \'angela Gumuzzio and Maria Piles and Estrella Olmedo}, + year = 2015, + journal = {Physics and Chemistry of the Earth, Parts A/B/C}, + volume = {83-84}, + pages = {123--136}, + issn = {1474-7065}, + note = {Emerging science and applications with microwave remote sensing data}, + keywords = {SMOS, Soil moisture, Validation, Extended Triple Collocation, Hydrological modeling}, +} +@article{Konings2015, + title = {{How Many Parameters Can Be Maximally Estimated From a Set of Measurements?}}, + author = {A. G. {Konings} and K. A. {McColl} and M. {Piles} and D. {Entekhabi}}, + year = 2015, + month = may, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 12, + number = 5, + pages = {1081--1085}, + issn = {1545-598x}, + keywords = {correlation methods,geophysical techniques,parameter estimation,remote sensing,remote sensing algorithms,total correlation,mutual information,retrieval algorithms,parameter estimation,Remote sensing,Mutual information,Correlation,Joints,Radar,Sea measurements,Algorithm design,mutual information,retrieval algorithms,total correlation,Algorithm design,mutual information,retrieval algorithms,total correlation}, +} +@article{Campos-Taberner20152501, + title = {{Mapping Leaf Area Index With a Smartphone and Gaussian Processes}}, + author = {Campos-Taberner, M. and Garc\'ia-Haro, F.J. and Moreno, \'a. and Gilabert, M.A. and S\'anchez-Ruiz, S. and Mart\'inez, B. and Camps-Valls, G.}, + year = 2015, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 12, + number = 12, + pages = {2501--2505}, +} +@article{IzquierdoVerdiguier20151299, + title = {{Spectral clustering with the probabilistic cluster kernel}}, + author = {Emma Izquierdo-Verdiguier and Robert Jenssen and Luis G\'omez-Chova and Gustavo Camps-Valls}, + year = 2015, + journal = {Neurocomputing}, + volume = {149, Part C}, + pages = {1299--1304}, + issn = {0925-2312}, + keywords = {Kernel methods}, +} +@article{Fernandez-Moran2015269, + title = {{Roughness and vegetation parameterizations at L-band for soil moisture retrievals over a vineyard field}}, + author = {Fern\'andez-Moran, R. and Wigneron, J.-P. and L\'opez-Baeza, E. and Al-Yaari, A. and Coll-Pajaron, A. and Mialon, A. and Miernecki, M. and Parrens, M. and Salgado-Hernanz, P.M. and Schwank, M. and Wang, S. and Kerr, Y.H.}, + year = 2015, + journal = {Remote Sensing of Environment}, + volume = 170, + pages = {269--279}, + note = 23, +} +@article{Fernandez-Moran201555, + title = {{Towards a long-term dataset of ELBARA-II measurements assisting SMOS level-3 land product and algorithm validation at the Valencia Anchor Station [Validaci\'on a largo plazo de datos de nivel 3 de tierra de SMOS con medidas de ELBARA-II en la Valencia Anchor Station]}}, + author = {Fern\'andez-Moran, R. and Wigneron, J.-P. and L\'opez-Baeza, E. and Miernecki, M. and Salgado-Hernanz, P. and Coll, M.A. and Kerr, Y.H. and Schwank, M.}, + year = 2015, + journal = {Revista de Teledeteccion}, + volume = 2015, + number = 43, + pages = {55--62}, + note = {0}, +} +@article{GomezChova15multi, + title = {{Multimodal Classification of Remote Sensing Images: A Review and Future Directions}}, + author = {G\'omez-Chova, Luis and Tuia, Devis and Moser, Gabriele and Camps-Valls, Gustau}, + year = 2015, + journal = {Proceedings of the IEEE}, + volume = 103, + number = 9, + pages = {1560--1584}, +} +@article{Verrelst2015273, + title = {{Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review}}, + author = {Jochem Verrelst and Gustau Camps-Valls and Jordi Mu\~{n}oz-Mar\'i and Juan Pablo Rivera and Frank Veroustraete and Jan G.P.W. Clevers and Jos\'e Moreno}, + year = 2015, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 108, + pages = {273--290}, + issn = {0924-2716}, +} +@article{Laparra20151026, + title = {{Dimensionality reduction via regression in hyperspectral imagery}}, + author = {Laparra, V. and Malo, J. and Camps-Valls, G.}, + year = 2015, + journal = {IEEE Journal on Selected Topics in Signal Processing}, + volume = 9, + number = 6, + pages = {1026--1036}, +} +@article{Laparra2015, + title = {{Visual aftereffects and sensory nonlinearities from a single statistical framework}}, + author = {Laparra, V. and Malo, J.}, + year = 2015, + journal = {Frontiers in Human Neuroscience}, + volume = 9, + number = {Oct}, +} +@article{Piles2015tgrs, + title = {{Sensitivity of Aquarius Active and Passive Measurements Temporal Covariability to Land Surface Characteristics}}, + author = {M. {Piles} and K. A. {McColl} and D. {Entekhabi} and N. {Das} and M. {Pablos}}, + year = 2015, + month = aug, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 53, + number = 8, + pages = {4700--4711}, + issn = {0196-2892}, + keywords = {hydrological techniques,microwave antennas,vegetation,vegetation mapping,local vegetation cover conditions,land cover heterogeneity,vegetation density,beta estimation,NASA Aquarius scatterometer,spaceborne L-band passive temporal covariations,spaceborne L-band active temporal covariations,Soil Moisture Active Passive mission,NASA SMAP mission,active sensing,antenna dimensions,spaceborne radiometry,surface soil moisture estimation,radiometer measurements,L-band radar backscatter,passive microwave observation,active microwave observation,land surface characteristics,Aquarius passive measurement,Aquarius active measurement,Vegetation mapping,Rough surfaces,Surface roughness,Land surface,Microwave radiometry,Soil,Scattering,Active–passive,Aquarius/SAC-D mission,L-band microwave remote sensing,radiometer,scatterometer,Soil Moisture Active Passive (SMAP) mission,Active–passive,Aquarius/SAC-D mission,L-band microwave remote sensing,radiometer,scatterometer,Soil Moisture Active Passive (SMAP) mission}, +} +@article{Pablos2015jgr, + title = {{Ice thickness effects on Aquarius brightness temperatures over Antarctica}}, + author = {Pablos, Miriam and Piles, Mar\'ia and Gonz\'alez-Gambau, Ver\'onica and Camps, Adriano and Vall-llossera, Merc\`{e}}, + year = 2015, + journal = {Journal of Geophysical Research: Oceans}, + volume = 120, + number = 4, + pages = {2856--2868}, + keywords = {Aquarius, brightness temperature, ice thickness, L-band radiometer}, + eprint = {https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1002/2014JC010151}, +} +@article{Rivera20159347, + title = {{An emulator toolbox to approximate radiative transfer models with statistical learning}}, + author = {Rivera, J.P. 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+@article{Verrelst2015260, + title = {{Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods-A comparison}}, + author = {Verrelst, J. and Rivera, J.P. and Veroustraete, F. and Mu\~{n}oz-Mar\'i, J. and Clevers, J.G.P.W. and Camps-Valls, G. and Moreno, J.}, + year = 2015, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 108, + pages = {260--272}, +} +@article{Volpi201550, + title = {{Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis}}, + author = {Volpi, M. and Camps-Valls, G. and Tuia, D.}, + year = 2015, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 107, + pages = {50--63}, +} +@article{Wang20155734, + title = {{Global-scale evaluation of roughness effects on C-Band AMSR-E observations}}, + author = {Wang, S. and Wigneron, J.-P. and Jiang, L.-M. and Parrens, M. and Yu, X.-Y. and Al-Yaari, A. and Ye, Q.-Y. and Fern\'andez-Moran, R. and Ji, W. and Kerr, Y.}, + year = 2015, + journal = {Remote Sensing}, + volume = 7, + number = 5, + pages = {5734--5757}, + note = 9, +} +@article{Caicedo20141249, + title = {{Toward a semiautomatic machine learning retrieval of biophysical parameters}}, + author = {Caicedo, J.P.R. and Verrelst, J. and Mu\~{n}oz-Mar\'i, J. and Moreno, J. and Camps-Valls, G.}, + year = 2014, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 7, + number = 4, + pages = {1249--1259}, +} +@article{Camps-Valls201445, + title = {{Advances in hyperspectral image classification: Earth monitoring with statistical learning methods}}, + author = {Camps-Valls, G. and Tuia, D. and Bruzzone, L. and Benediktsson, J.A.}, + year = 2014, + journal = {IEEE Signal Processing Magazine}, + volume = 31, + number = 1, + pages = {45--54}, +} +@article{Guanter2014E1327, + title = {{Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence}}, + author = {Guanter, L. and Zhang, Y. and Jung, M. and Joiner, J. and Voigt, M. and Berry, J.A. and Frankenberg, C. and Huete, A.R. and Zarco-Tejada, P. and Lee, J.-E. and Moran, M.S. and Ponce-Campos, G. and Beer, C. and Camps-Valls, G. and Buchmann, N. and Gianelle, D. and Klumpp, K. and Cescatti, A. and Baker, J.M. and Griffis, T.J.}, + year = 2014, + journal = {Proceedings of the National Academy of Sciences of the United States of America}, + volume = 111, + number = 14, + pages = {E1327-e1333}, +} +@article{guanter2014reply, + title = {{Reply to Magnani et al.: Linking large-scale chlorophyll fluorescence observations with cropland gross primary production}}, + author = {Guanter, Luis and Zhang, Yongguang and Jung, Martin and Joiner, Joanna and Voigt, Maximilian and Berry, Joseph A and Frankenberg, Christian and Huete, Alfredo R and Zarco-Tejada, Pablo and Lee, Jung-Eun and others}, + year = 2014, + journal = {Proceedings of the National Academy of Sciences}, + publisher = {National Acad Sciences}, + volume = 111, + number = 25, + pages = {E2511--e2511}, +} +@article{Gutmann14pone, + title = {{Spatio-Chromatic Adaptation via Higher-Order Canonical Correlation Analysis of Natural Images}}, + author = {Gutmann, Michael U. and Laparra, Valero and Hyv\"{a}rinen, Aapo and Malo, Jes\'us}, + year = 2014, + month = {02}, + journal = {PLoS ONE}, + publisher = {Public Library of Science}, + volume = 9, + number = 2, + pages = {e86481}, +} +@article{Izquierdo-Verdiguier20145567, + title = {{Semisupervised kernel feature extraction for remote sensing image analysis}}, + author = {Izquierdo-Verdiguier, E. and G\'omez-Chova, L. and Bruzzone, L. and Camps-Valls, G.}, + year = 2014, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 52, + number = 9, + pages = {5567--5578}, +} +@article{Jimenez20144881, + title = {{The role of spatial information in disentangling the irradiance-reflectance-transmittance ambiguity}}, + author = {Jim\'enez, S. and Malo, J.}, + year = 2014, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 52, + number = 8, + pages = {4881--4894}, +} +@article{Lazaro-Gredilla2014838, + title = {{Retrieval of biophysical parameters with heteroscedastic Gaussian processes}}, + author = {L\'azaro-Gredilla, M. and Titsias, M.K. and Verrelst, J. and Camps-Valls, G.}, + year = 2014, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 11, + number = 4, + pages = {838--842}, +} +@article{Laparra2014, + title = {{Principal polynomial analysis}}, + author = {Laparra, V. and Jim\'enez, S. and Tuia, D. and Camps-Valls, G. and Malo, J.}, + year = 2014, + journal = {International Journal of Neural Systems}, + volume = 24, + number = 7, +} +@article{Miernecki201489, + title = {{Comparison of SMOS and SMAP soil moisture retrieval approaches using tower-based radiometer data over a vineyard field}}, + author = {Miernecki, M. and Wigneron, J.-P. and 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title = {{Multitemporal fusion of Landsat/TM and ENVISAT/MERIS for crop monitoring}}, + author = {Amor\'os-L\'opez, J. and G\'omez-Chova, L. and Alonso, L. and Guanter, L. and Zurita-Milla, R. and Moreno, J. and Camps-Valls, G.}, + year = 2013, + journal = {International Journal of Applied Earth Observation and Geoinformation}, + volume = 23, + number = 1, + pages = {132--141}, +} +@article{Arenas-Garcia201316, + title = {{Kernel multivariate analysis framework for supervised subspace learning: A tutorial on linear and kernel multivariate methods}}, + author = {Arenas-Garc\'ia, J. and Petersen, K.B. and Camps-Valls, G. and Hansen, L.K.}, + year = 2013, + journal = {IEEE Signal Processing Magazine}, + volume = 30, + number = 4, + pages = {16--29}, +} +@article{Bioucas-Dias13, + title = {{Hyperspectral Remote Sensing Data Analysis and Future Challenges}}, + author = {Bioucas-Dias, J.M. and Plaza, A. and Camps-Valls, G. and Scheunders, P. and Nasrabadi, N.M. and Chanussot, J.}, + year = 2013, + month = jun, + journal = {Geoscience and Remote Sensing Magazine, IEEE}, + volume = 1, + number = 2, + pages = {6--36}, + issn = {2168-6831}, + keywords = {geophysical image processing,hyperspectral imaging,image classification,object detection,sensor fusion,terrain mapping,data fusion,fast computing,hyperspectral algorithms,hyperspectral image classification,hyperspectral remote sensing data analysis,hyperspectral unmixing,physical parameter retrieval,spectral mixing,target detection,Data integration,Hyperspectral imaging,Image restoration,Sensors,Spatial resolution,Tutorials}, +} +@article{Izquierdo-Verdiguier2013981, + title = {{Encoding invariances in remote sensing image classification with SVM}}, + author = {Izquierdo-Verdiguier, E. and Laparra, V. and G\'omez-Chova, L. and Camps-Valls, G.}, + year = 2013, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 10, + number = 5, + pages = {981--985}, +} +@article{Leiva-Murillo2013151, + title = {{Multitask remote sensing data classification}}, + author = {Leiva-Murillo, J.M. and G\'omez-Chova, L. and Camps-Valls, G.}, + year = 2013, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 51, + number = 1, + pages = {151--161}, +} +@article{Ruiz201367, + title = {{Interactive Pansharpening and Active Classification in Remote Sensing}}, + author = {Ruiz, P. and Mateos, J. and Camps-Valls, G. and Molina, R. and Katsaggelos, A.K.}, + year = 2013, + journal = {Intelligent Systems Reference Library}, + volume = 48, + pages = {67--81}, +} +@article{Tuia2013329, + title = {{Graph matching for adaptation in remote sensing}}, + author = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and G\'omez-Chova, L. and Malo, J.}, + year = 2013, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 51, + number = 1, + pages = {329--341}, +} +@article{Verrelst2013867, + title = {{Gaussian process retrieval of chlorophyll content from imaging spectroscopy data}}, + author = {Verrelst, J. and Alonso, L. and Rivera Caicedo, J.P. and Moreno, J. and Camps-Valls, G.}, + year = 2013, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 6, + number = 2, + pages = {867--874}, +} +@article{Verrelst2013157, + title = {{Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval}}, + author = {Verrelst, J. and Rivera, J.P. and Moreno, J. and Camps-Valls, G.}, + year = 2013, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 86, + pages = {157--167}, +} +@article{Villa20133699, + title = {{Spectro-temporal reflectance surfaces: A new conceptual framework for the integration of remote-sensing data from multiple different sensors}}, + author = {Villa, G. and Moreno, J. and Calera, A. and Amor\'os-L\'opez, J. and Camps-Valls, G. and Domenech, E. and Garrido, J. and Gonz\'alez-Matesanz, J. and G\'omez-Chova, L. and Mart\'inez, J.A. and Molina, S. and Peces, J.J. and Plaza, N. and Porcuna, A. and Tejeiro, J.A. and Valc\'arcel, N.}, + year = 2013, + journal = {International Journal of Remote Sensing}, + volume = 34, + number = {9-10}, + pages = {3699--3715}, +} +@article{Alonso-Atienza2012, + title = {{Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection}}, + author = {Alonso-Atienza, Felipe and Rojo-\'alvarez, Jos\'e Luis and Rosado-Mu\~{n}oz, Alfredo and Vinagre, Juan J. and Garc\'ia-Alberola, Arcadi and Camps-Valls, Gustavo}, + year = 2012, + month = feb, + journal = {Expert Syst. Appl.}, + publisher = {Pergamon Press, Inc.}, + address = {Tarrytown, NY, USA}, + volume = 39, + pages = {1956--1967}, + issn = {0957-4174}, + issue = 2, + issue_date = {February, 2012}, + numpages = 12, +} +@article{Camps-Valls20121759, + title = {{Nonlinear statistical retrieval of atmospheric profiles from MetOp-IASI and MTG-IRS infrared sounding data}}, + author = {Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and G\'omez-Chova, L. and Guanter, L. and Calbet, X.}, + year = 2012, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 50, + number = {5 Part 2}, + pages = {1759--1769}, +} +@article{Camps-Valls20121, + title = {{Remote sensing image processing}}, + author = {Camps-Valls, G. and Tuia, D. and G\'omez-Chova, L. and Jim\'enez, S. and Malo, J.}, + year = 2012, + journal = {Synthesis Lectures on Image, Video, and Multimedia Processing}, + volume = 12, + pages = {1--194}, +} +@article{ElGonnouni20124901, + title = {{A support vector machine music algorithm}}, + author = {El Gonnouni, A. and Mart\'inez-Ramon, M. and Rojo-\'alvarez, J.L. and Camps-Valls, G. and Figueiras-Vidal, A.R. and Christodoulou, C.G.}, + year = 2012, + journal = {IEEE Transactions on Antennas and Propagation}, + volume = 60, + number = 10, + pages = {4901--4910}, +} +@article{Flamary2012648, + title = {{Large margin filtering}}, + author = {Flamary, R. and Tuia, D. and Labb\'e, B. and Camps-Valls, G. and Rakotomamonjy, A.}, + year = 2012, + journal = {IEEE Transactions on Signal Processing}, + volume = 60, + number = 2, + pages = {648--659}, +} +@article{Gomez-Chova2012312, + title = {{Kernel entropy component analysis for remote sensing image clustering}}, + author = {G\'omez-Chova, L. and Jenssen, R. and Camps-Valls, G.}, + year = 2012, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 9, + number = 2, + pages = {312--316}, +} +@article{Gutierrez12, + title = {{A Color Contrast Definition for Perceptually-based Color Image Coding}}, + author = {Guti\'errez, J. and Camps-Valls, G. and Luque, M.J. and Malo, J.}, + year = 2012, + journal = {Recent Patents on Signal Processing}, + volume = 2, + number = 1, + pages = {33--55}, +} +@article{Laparra20122751, + title = {{Nonlinearities and adaptation of color vision from sequential principal curves analysis}}, + author = {Laparra, V. and Jim\'enez, S. and Camps-Valls, G. and Malo, J.}, + year = 2012, + journal = {Neural Computation}, + volume = 24, + number = 10, + pages = {2751--2788}, +} +@article{Munoz-Mari20123751, + title = {{Semisupervised classification of remote sensing images with active queries}}, + author = {Mu\~{n}oz-Mar\'i, J. and Tuia, D. and Camps-Valls, G.}, + year = 2012, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 50, + number = {10 Part1}, + pages = {3751--3763}, +} +@article{Tuia20122180, + title = {{Remote sensing image segmentation by active queries}}, + author = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G.}, + year = 2012, + journal = {Pattern Recognition}, + volume = 45, + number = 6, + pages = {2180--2192}, +} +@article{Verrelst20121832, + title = {{Retrieval of vegetation biophysical parameters using Gaussian process techniques}}, + author = {Verrelst, J. and Alonso, L. and Camps-Valls, G. and Delegido, J. and Moreno, J.}, + year = 2012, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 50, + number = {5 Part 2}, + pages = {1832--1843}, +} +@article{Verrelst2012127, + title = {{Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3}}, + author = {Verrelst, J. and Mu\~{n}oz, J. and Alonso, L. and Delegido, J. and Rivera, J.P. and Camps-Valls, G. and Moreno, J.}, + year = 2012, + journal = {Remote Sensing of Environment}, + volume = 118, + pages = {127--139}, +} +@article{Volpi20121026, + title = {{Unsupervised change detection with kernels}}, + author = {Volpi, M. and Tuia, D. and Camps-Valls, G. and Kanevski, M.}, + year = 2012, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 9, + number = 6, + pages = {1026--1030}, +} +@article{AmorosLopez2011115, + title = {{Land cover classification of VHR airborne images for citrus grove identification}}, + author = {Amor\'os L\'opez, J. and Izquierdo Verdiguier, E. and G\'omez Chova, L. and Mu\~{n}oz Mar\'i, J. and Rodr\'iguez Barreiro, J.Z. and Camps Valls, G. and Calpe Maravilla, J.}, + year = 2011, + journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, + volume = 66, + number = 1, + pages = {115--123}, +} +@article{Amoros-Lopez2011844, + title = {{Regularized multiresolution spatial unmixing for ENVISAT/MERIS and Landsat/TM image fusion}}, + author = {Amor\'os-L\'opez, J. and G\'omez-Chova, L. and Alonso, L. and Guanter, L. and Moreno, J. and Camps-Valls, G.}, + year = 2011, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 8, + number = 5, + pages = {844--848}, +} +@article{CampsValls11intro, + title = {{Introduction to the Issue on Advances in Remote Sensing Image Processing}}, + author = {Camps-Valls, G. and Benediktsson, J.A. and Bruzzone, L. and Chanussot, J.}, + year = 2011, + month = jun, + journal = {IEEE Journal of Selected Topics in Signal Processing}, + volume = 5, + number = 3, + pages = {365--369}, + issn = {1932-4553}, + note = {Factor de impacto: 1.87. `Guest Editor' del Special Issue.}, + keywords = {automatic processing techniques,remote sensing data analysis,remote sensing image processing,spatial resolution,spectral resolution,temporal resolutions,data analysis,geophysical image processing,remote sensing,}, +} +@article{Gomez-Chova20112601, + title = {{Gridding artifacts on medium-resolution satellite image time series: MERIS case study}}, + author = {G\'omez-Chova, L. and Zurita-Milla, R. and Alonso, L. and Amor\'os-L\'opez, J. and Guanter, L. and Camps-Valls, G.}, + year = 2011, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 49, + number = 7, + pages = {2601--2611}, +} +@article{Garcia-Vilchez2011253, + title = {{On the impact of lossy compression on hyperspectral image classification and unmixing}}, + author = {Garc\'ia-V\'ilchez, F. and Mu\~{n}oz-Mar\'i, J. and Zortea, M. and Blanes, I. and Gonz\'alez-Ruiz, V. and Camps-Valls, G. and Plaza, A. and Serra-Sagrist\`{a}, J.}, + year = 2011, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 8, + number = 2, + pages = {253--257}, +} +@article{Laparra2011537, + title = {{Iterative gaussianization: From ICA to random rotations}}, + author = {Laparra, V. and Camps-Valls, G. and Malo, J.}, + year = 2011, + journal = {IEEE Transactions on Neural Networks}, + volume = 22, + number = 4, + pages = {537--549}, +} +@article{Laparra2011213, + title = {{Complex-valued independent component analysis of natural images}}, + author = {Laparra, V. and Gutmann, M.U. and Malo, J. and Hyv\"{a}rinen, A.}, + year = 2011, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = {6792 Lncs}, + number = {Part 2}, + pages = {213--220}, +} +@article{Tuia201165, + title = {{Urban image classification with semisupervised multiscale cluster kernels}}, + author = {Tuia, D. and Camps-Valls, G.}, + year = 2011, + journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, + volume = 4, + number = 1, + pages = {65--74}, +} +@article{Tuia2011301, + title = {{Structured output SVM for remote sensing image classification}}, + author = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and Kanevski, M. and Camps-Valls, G.}, + year = 2011, + journal = {Journal of Signal Processing Systems}, + volume = 65, + number = 3, + pages = {301--310}, +} +@article{Tuia2011804, + title = {{Multioutput support vector regression for remote sensing biophysical parameter estimation}}, + author = {Tuia, D. and Verrelst, J. and Alonso, L. and P\'erez-Cruz, F. and Camps-Valls, G.}, + year = 2011, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 8, + number = 4, + pages = {804--808}, +} +@article{Zurita-Milla20114308, + title = {{Multitemporal unmixing of medium-spatial-resolution satellite images: A case study using MERIS images for land-cover mapping}}, + author = {Zurita-Milla, R. and G\'omez-Chova, L. and Guanter, L. and Clevers, J.G.P.W. and Camps-Valls, G.}, + year = 2011, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 49, + number = {11 Part 1}, + pages = {4308--4317}, +} +@article{Bovolo20101148, + title = {{A support vector domain method for change detection in multitemporal images}}, + author = {Bovolo, F. and Camps-Valls, G. and Bruzzone, L.}, + year = 2010, + journal = {Pattern Recognition Letters}, + volume = 31, + number = 10, + pages = {1148--1154}, +} +@article{Camps-Valls2010587, + title = {{Remote sensing feature selection by kernel dependence measures}}, + author = {Camps-Valls, G. and Mooij, J. and Sch\"{o}lkopf, B.}, + year = 2010, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 7, + number = 3, + pages = {587--591}, +} +@article{Camps-Valls2010741, + title = {{Spatio-spectral remote sensing image classification with graph kernels}}, + author = {Camps-Valls, G. and Shervashidze, N. and Borgwardt, K.M.}, + year = 2010, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 7, + number = 4, + pages = {741--745}, +} +@article{Gomez-Chova2010207, + title = {{Mean map kernel methods for semisupervised cloud classification}}, + author = {G\'omez-Chova, L. and Camps-Valls, G. and Bruzzone, L. and Calpe-Maravilla, J.}, + year = 2010, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 48, + number = 1, + pages = {207--220}, +} +@article{Laparra2010873, + title = {{Image denoising with kernels based on natural image relations}}, + author = {Laparra, V. and Guti\'errez, J. and Camps-Valls, G. and Malo, J.}, + year = 2010, + journal = {Journal of Machine Learning Research}, + volume = 11, + pages = {873--903}, +} +@article{Laparra2010852, + title = {{Divisive normalization image quality metric revisited}}, + author = {Laparra, V. and Mu\~{n}oz-Mar\'i, J. and Malo, J.}, + year = 2010, + journal = {Journal of the Optical Society of America A: Optics and Image Science, and Vision}, + volume = 27, + number = 4, + pages = {852--864}, +} +@article{Malo201017, + title = {{Visual cortex performs a sort of non-linear ICA}}, + author = {Malo, J. and Laparra, V.}, + year = 2010, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = {5933 Lnai}, + pages = {17--25}, +} +@article{Malo20103179, + title = {{Psychophysically tuned divisive normalization approximately factorizes the PDF of natural images}}, + author = {Malo, J. and Laparra, V.}, + year = 2010, + journal = {Neural Computation}, + volume = 22, + number = 12, + pages = {3179--3206}, +} +@article{MuozMari2010ocsvm, + title = {{Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data}}, + author = {Mu\~{n}oz-Mar\'i, J. and Bovolo, F. and G\'omez-Chova, L. and Bruzzone, L. and Camps-Valls, G.}, + year = 2010, + month = aug, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 48, + number = 8, + pages = {3188--3197}, + issn = {0196-2892}, + note = {Factor de impacto: 3.157.}, +} +@article{Ratle20102271, + title = {{Semisupervised neural networks for efficient hyperspectral image classification}}, + author = {Ratle, F. and Camps-Valls, G. and Weston, J.}, + year = 2010, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 48, + number = 5, + pages = {2271--2282}, +} +@article{Tuia20103780, + title = {{Learning relevant image features with multiple-kernel classification}}, + author = {Tuia, D. and Camps-Valls, G. and Matasci, G. and Kanevski, M.}, + year = 2010, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 48, + number = 10, + pages = {3780--3791}, +} +@article{Tuia201088, + title = {{Multisource composite kernels for urban-image classification}}, + author = {Tuia, D. and Ratle, F. and Pozdnoukhov, A. and Camps-Valls, G.}, + year = 2010, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 7, + number = 1, + pages = {88--92}, +} +@article{Bandos2009862, + title = {{Classification of hyperspectral images with regularized linear discriminant analysis}}, + author = {Bandos, T.V. and Bruzzone, L. and Camps-Valls, G.}, + year = 2009, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 47, + number = 3, + pages = {862--873}, +} +@article{Camps-Valls2009248, + title = {{Biophysical parameter estimation with a semisupervised support vector machine}}, + author = {Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and G\'omez-Chova, L. and Richter, K. and Calpe-Maravilla, J.}, + year = 2009, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 6, + number = 2, + pages = {248--252}, +} +@article{Camps-Valls20091324, + title = {{Learning non-linear time-scales with kernel gamma-filters}}, + author = {Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and Mart\'inez-Ram\'on, M. and Requena-Carri\'on, J. and Rojo-\'alvarez, J.L.}, + year = 2009, + journal = {Neurocomputing}, + volume = 72, + number = {4-6}, + pages = {1324--1328}, +} +@article{Capobianco20093822, + title = {{Target detection with semisupervised kernel orthogonal subspace projection}}, + author = {Capobianco, L. and Garzelli, A. and Camps-Valls, G.}, + year = 2009, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 47, + number = 11, + pages = {3822--3833}, +} +@article{Marconcini2009234, + title = {{A composite semisupervised SVM for classification of hyperspectral images}}, + author = {Marconcini, M. and Camps-Valls, G. and Bruzzone, L.}, + year = 2009, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 6, + number = 2, + pages = {234--238}, +} +@article{Munoz-Mari2009292, + title = {{Parallel implementations of SVM for earth observation}}, + author = {Mu\~{n}oz-Mar\'i, J. and Plaza, A.J. and Gualtieri, J.A. and Camps-Valls, G.}, + year = 2009, + journal = {Advances in Parallel Computing}, + volume = 17, + pages = {292--312}, +} +@article{Plaza2009S110, + title = {{Recent advances in techniques for hyperspectral image processing}}, + author = {Plaza, A. and Benediktsson, J.A. and Boardman, J.W. and Brazile, J. and Bruzzone, L. and Camps-Valls, G. and Chanussot, J. and Fauvel, M. and Gamba, P. and Gualtieri, A. and Marconcini, M. and Tilton, J.C. and Trianni, G.}, + year = 2009, + journal = {Remote Sensing of Environment}, + volume = 113, + number = {Suppl. 1}, + pages = {S110-s122}, +} +@article{Tuia2009224, + title = {{Semisupervised remote sensing image classification with cluster kernels}}, + author = {Tuia, D. and Camps-Valls, G.}, + year = 2009, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 6, + number = 2, + pages = {224--228}, +} +@article{arenas08, + title = {{Efficient Kernel Orthonormalized PLS for Remote Sensing Applications}}, + author = {Arenas-Garc\'ia, J. and Camps-Valls, G.}, + year = 2008, + month = oct, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 46, + number = 10, + pages = {2872--2881}, +} +@article{Camps-Valls20081822, + title = {{Kernel-based framework for multitemporal and multisource remote sensing data classification and change detection}}, + author = {Camps-Valls, G. and G\'omez-Chova, L. and Mu\~{n}oz-Mar\'i, J. and Rojo-\'alvarez, J.L. and Mart\'inez-Ram\'on, M.}, + year = 2008, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 46, + number = 6, + pages = {1822--1835}, +} +@article{Camps-Valls200849, + title = {{On the suitable domain for SVM training in image coding}}, + author = {Camps-Valls, G. and Guti\'errez, J. and G\'omez-P\'erez, G. and Malo, J.}, + year = 2008, + journal = {Journal of Machine Learning Research}, + volume = 9, + pages = {49--66}, +} +@article{Camps-Valls2008307, + title = {{Classification of satellite images with regularized AdaBoosting of RBF neural networks}}, + author = {Camps-Valls, G. and Rodrigo-Gonz\'alez, A.}, + year = 2008, + journal = {Studies in Computational Intelligence}, + volume = 83, + pages = {307--326}, +} +@article{campsvalls08spie, + title = {{New machine-learning paradigm provides advantages for remote sensing}}, + author = {Camps-Valls, G.}, + year = 2008, + month = jul, + journal = {SPIE Newsroom}, +} +@article{Gomez-Chova2008336, + title = {{Semisupervised image classification with Laplacian support vector machines}}, + author = {G\'omez-Chova, L. and Camps-Valls, G. and Mu\~{n}oz-Mari, J. and Calpe, J.}, + year = 2008, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 5, + number = 3, + pages = {336--340}, +} +@article{Gomez-Sanchis200880, + title = {{Hyperspectral system for early detection of rottenness caused by Penicillium digitatum in mandarins}}, + author = {G\'omez-Sanchis, J. and G\'omez-Chova, L. and Aleixos, N. and Camps-Valls, G. and Montesinos-Herrero, C. and Molt\'o, E. and Blasco, J.}, + year = 2008, + journal = {Journal of Food Engineering}, + volume = 89, + number = 1, + pages = {80--86}, +} +@article{Gomez-Sanchis2008191, + title = {{Automatic correction of the effects of the light source on spherical objects. An application to the analysis of hyperspectral images of citrus fruits}}, + author = {G\'omez-Sanchis, J. and Molt\'o, E. and Camps-Valls, G. and G\'omez-Chova, L. and Aleixos, N. and Blasco, J.}, + year = 2008, + journal = {Journal of Food Engineering}, + volume = 85, + number = 2, + pages = {191--200}, +} +@article{GomezChovaAO08, + title = {{Correction of systematic spatial noise in push-broom hyperspectral sensors: application to CHRIS/PROBA images}}, + author = {Luis G\'omez-Chova and Luis Alonso and Luis Guanter and Gustavo Camps-Valls and Javier Calpe and Jos\'e Moreno}, + year = 2008, + month = oct, + journal = {Applied Optics}, + publisher = {Osa}, + volume = 47, + number = 28, + pages = {F46-f60}, + keywords = {Coherent optical effects, Noise in imaging systems, Image reconstruction-restoration, Multispectral and hyperspectral imaging , Optical sensing and sensors}, +} +@article{Rojo-Alvarez2008, + title = {{Sparse deconvolution using support vector machines}}, + author = {Rojo-\'alvarez, J.L. and Mart\'inez-Ram\'on, M. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G. and Cruz, C.M. and Figueiras-Vidal, A.R.}, + year = 2008, + journal = {Eurasip Journal on Advances in Signal Processing}, + volume = 2008, +} +@article{Bandos20072588, + title = {{Statistical criteria for early-stopping of support vector machines}}, + author = {Bandos, T.V. and Camps-Valls, G. and Soria-Olivas, E.}, + year = 2007, + journal = {Neurocomputing}, + volume = 70, + number = {13-15}, + pages = {2588--2592}, +} +@article{Camps-Valls20073044, + title = {{Semi-supervised graph-based hyperspectral image classification}}, + author = {Camps-Valls, G. and Bandos Marsheva, T.V. and Zhou, D.}, + year = 2007, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 45, + number = 10, + pages = {3044--3054}, +} +@article{Camps-Valls2007279, + title = {{Nonlinear system identification with composite relevance vector machines}}, + author = {Camps-Valls, G. and Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Mu\~{n}oz-Mar\'i, J.}, + year = 2007, + journal = {IEEE Signal Processing Letters}, + volume = 14, + number = 4, + pages = {279--282}, +} +@article{Camps-Valls2007359, + title = {{Therapeutic drug monitoring of kidney transplant recipients using profiled support vector machines}}, + author = {Camps-Valls, G. and Soria-Olivas, E. and P\'erez-Ruixo, J.J. and P\'erez-Cruz, F. and Art\'es-Rodr\'iguez, A. and Jim\'enez-Torres, N.V.}, + year = 2007, + journal = {IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews}, + volume = 37, + number = 3, + pages = {359--372}, +} +@article{Gomez20071082, + title = {{Hyperspectral detection of citrus damage with Mahalanobis kernel classifier}}, + author = {G\'omez, J. and Blasco, J. and Molt\'o, E. and Camps-Valls, G.}, + year = 2007, + journal = {Electronics Letters}, + volume = 43, + number = 20, + pages = {1082--1084}, +} +@article{Martinez-Ramon2007642, + title = {{Kernel antenna array processing}}, + author = {Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Camps-Valls, G. and Christodoulou, C.G.}, + year = 2007, + journal = {IEEE Transactions on Antennas and Propagation}, + volume = 55, + number = {3 I}, + pages = {642--650}, +} +@article{Munoz07, + title = {{A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images}}, + author = {Mu\~{n}oz-Mar\'i, J. and Bruzzone, L. and Camps-Valls, G.}, + year = 2007, + journal = {{IEEE} Transactions on Geoscience and Remote Sensing}, + volume = 45, + number = 8, + pages = {2683--2692}, +} +@article{Rojo-Alvarez20074116, + title = {{Nonuniform interpolation of noisy signals using support vector machines}}, + author = {Rojo-\'alvarez, J.L. and Figuera-Pozuelo, C. and Mart\'inez-Cruz, C.E. and Camps-Valls, G. and Alonso-Atienza, F. and Mart\'inez-Ram\'on, M.}, + year = 2007, + journal = {IEEE Transactions on Signal Processing}, + volume = 55, + number = 8, + pages = {4116--4126}, +} +@article{Camps-Valls2006339, + title = {{Robust support vector regression for biophysical variable estimation from remotely sensed images}}, + author = {Camps-Valls, G. and Bruzzone, L. and Rojo-\'alvarez, J.L. and Melgani, F.}, + year = 2006, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 3, + number = 3, + pages = {339--343}, +} +@article{Camps-Valls200623, + title = {{Retrieval of oceanic chlorophyll concentration with relevance vector machines}}, + author = {Camps-Valls, G. and G\'omez-Chova, L. and Mu\~{n}oz-Mar\'i, J. and Vila-Franc\'es, J. and Amor\'os-L\'opez, J. and Calpe-Maravilla, J.}, + year = 2006, + journal = {Remote Sensing of Environment}, + volume = 105, + number = 1, + pages = {23--33}, +} +@article{Camps-Valls200693, + title = {{Composite kernels for hyperspectral image classification}}, + author = {Camps-Valls, G. and G\'omez-Chova, L. and Mu\~{n}oz-Mar\'i, J. and Vila-Franc\'es, J. and Calpe-Maravilla, J.}, + year = 2006, + journal = {IEEE Geoscience and Remote Sensing Letters}, + volume = 3, + number = 1, + pages = {93--97}, +} +@article{Camps-Valls2006905, + title = {{Enhancing decision-based neural networks through local competition}}, + author = {Camps-Valls, G. and G\'omez-Chova, L. and Vila-Franc\'es, J. and Martin-Guerrero, J.D. and Serrano-L\'opez, A.J. and Soria-Olivas, E.}, + year = 2006, + journal = {Neurocomputing}, + volume = 69, + number = {7-9 Spec. Iss.}, + pages = {905--908}, +} +@article{Chova06, + title = {{Urban Monitoring using Multitemporal SAR and Multispectral Data}}, + author = {G\'omez-Chova, L. and Fern\'andez-Prieto, D. and Calpe, J. and Soria, E. and Vila-Franc\'es, J. and Camps-Valls, G.}, + year = 2006, + journal = {Pattern Recognition Letters, Special Issue on ``Pattern Recognition in Remote Sensing''}, + volume = 27, + number = 4, + pages = {234--243}, +} +@article{Gutierrez2006189, + title = {{Regularization operators for natural images based on nonlinear perception models}}, + author = {Guti\'errez, J. and Ferri, F.J. and Malo, J.}, + year = 2006, + journal = {IEEE Transactions on Image Processing}, + volume = 15, + number = 1, + pages = {189--200}, +} +@article{Malo200668, + title = {{Nonlinear image representation for efficient perceptual coding}}, + author = {Malo, J. and Epifanio, I. and Navarro, R. and Simoncelli, E.P.}, + year = 2006, + journal = {IEEE Transactions on Image Processing}, + volume = 15, + number = 1, + pages = {68--80}, +} +@article{Malo200685, + title = {{V1 non-linear properties emerge from local-to-global non-linear ICA}}, + author = {Malo, J. and Guti\'errez, J.}, + year = 2006, + journal = {Network: Computation in Neural Systems}, + volume = 17, + number = 1, + pages = {85--102}, +} +@article{Martinez-Ramon20061617, + title = {{Support vector machines for nonlinear Kernel ARMA system identification}}, + author = {Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and Navia-V\'azquez, A. and Soria-Olivas, E. and Figueiras-Vidal, A.R.}, + year = 2006, + journal = {IEEE Transactions on Neural Networks}, + volume = 17, + number = 6, + pages = {1617--1622}, +} +@article{Soria-Olivas20061104, + title = {{Non-linear RLS-based algorithm for pattern classification}}, + author = {Soria-Olivas, E. and Camps-Valls, G. and Mart\'in-Guerrero, J.D. and Calpe-Maravilla, J. and Vila-Franc\'es, J. and Serrano-L\'opez, A.J.}, + year = 2006, + journal = {Signal Processing}, + volume = 86, + number = 5, + pages = {1104--1108}, +} +@article{Soria-Olivas2006909, + title = {{Efficient pruning of multilayer perceptrons using a fuzzy sigmoid activation function}}, + author = {Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Serrano-L\'opez, A.J. and Calpe-Maravilla, J. and Vila-Franc\'es, J. and Camps-Valls, G.}, + year = 2006, + journal = {Neurocomputing}, + volume = 69, + number = {7-9 Spec. Iss.}, + pages = {909--912}, +} +@article{Camps-Valls20051351, + title = {{Kernel-based methods for hyperspectral image classification}}, + author = {Camps-Valls, G. and Bruzzone, L.}, + year = 2005, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 43, + number = 6, + pages = {1351--1362}, +} +@article{Gomez-Perez20051574, + title = {{Perceptual adaptive insensitivity for support vector machine image coding}}, + author = {G\'omez-P\'erez, G. and Camps-Valls, G. and Guti\'errez, J. and Malo, J.}, + year = 2005, + journal = {IEEE Transactions on Neural Networks}, + volume = 16, + number = 6, + pages = {1574--1581}, +} +@article{Pastor-Barcenas2005149, + title = {{Unbiased sensitivity analysis and pruning techniques in neural networks for surface ozone modelling}}, + author = {Pastor-B\'arcenas, O. and Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Camps-Valls, G. and Carrasco-Rodr\'iguez, J.L. and Del Valle-Tasc\'on, S.}, + year = 2005, + journal = {Ecological Modelling}, + volume = 182, + number = 2, + pages = {149--158}, +} +@article{Rojo05b, + title = {{Support vector machines framework for linear signal processing}}, + author = {Rojo-\'alvarez, J. L and Camps-Valls, G. and Mart\'inez-Ram\'on, M. and Soria-Olivas, E. and Navia-V\'azquez, A. and Figueiras-Vidal, A. R.}, + year = 2005, + journal = {Signal Processing}, + volume = 85, + number = 12, + pages = {2316--26}, +} +@article{Camps-Valls2004, + title = {{Profiled support vector machines for antisense oligonucleotide efficay prediction}}, + author = {Camps-Valls, G. and Chalk, A.M. and Serrano-L\'opez, A.J. and Mart\'in-Guerrero, J.D. and Sonnhammer, E.L.L.}, + year = 2004, + journal = {BMC Bioinformatics}, + volume = 5, + page_count = 9, +} +@article{Camps-Valls20041530, + title = {{Robust support vector method for hyperspectral data classification and knowledge discovery}}, + author = {Camps-Valls, G. and G\'omez-Chova, L. and Calpe-Maravilla, J. and Mart\'in-Guerrero, J.D. and Soria-Olivas, E. and Alonso-Chord\'a, L. and Moreno, J.}, + year = 2004, + journal = {IEEE Transactions on Geoscience and Remote Sensing}, + volume = 42, + number = 7, + pages = {1530--1542}, +} +@article{Camps-Valls2004501, + title = {{Fuzzy sigmoid kernel for support vector classifiers}}, + author = {Camps-Valls, G. and Mart\'in-Guerrero, J.D. and Rojo-\'alvarez, J.L. and Soria-Olivas, E.}, + year = 2004, + journal = {Neurocomputing}, + volume = 62, + number = {1-4}, + pages = {501--506}, +} +@article{Camps-Valls2004493, + title = {{Robust gamma-filter using support vector machines}}, + author = {Camps-Valls, G. and Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Soria-Olivas, E.}, + year = 2004, + journal = {Neurocomputing}, + volume = 62, + number = {1-4}, + pages = {493--499}, +} +@article{Camps-Valls2004197, + title = {{Foetal ECG recovery using dynamic neural networks}}, + author = {Camps-Valls, G. and Mart\'inez-Sober, M. and Soria-Olivas, E. and Magdalena-Benedito, R. and Calpe-Maravilla, J. and Guerrero-Mart\'inez, J.}, + year = 2004, + journal = {Artificial Intelligence in Medicine}, + volume = 31, + number = 3, + pages = {197--209}, +} +@article{Camps04cya, + title = {{Neural networks for C\_2h cyclosporine concentration modelling}}, + author = {Camps-Valls, G. and Serrano-L\'opez, A. J. and Porta-Oltra, B. and Mart\'in-Guerrero, J. D. and Soria-Olivas, E. and Jim\'enez-Torres, N. V.}, + year = 2004, + month = feb, + journal = {Pharmacy World and Science}, + volume = 26, + number = 2, + pages = {A28}, +} +@article{Camps-Valls2004429, + title = {{Regularized RBF networks for hyperspectral data classification}}, + author = {Camps-Valls, G. and Serrano-L\'opez, A.J. and G\'omez-Chova, L. and Mart\'in-Guerrero, J.D. and Calpe-Maravilla, J. and Moreno, J.}, + year = 2004, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = 3212, + pages = {429--436}, +} +@article{Capilla2004176, + title = {{Corresponding-pair procedure: A new approach to simulation of dichromatic color perception}}, + author = {Capilla, P. and D\'iez-Ajenjo, M.A. and Luque, M.J. and Malo, J.}, + year = 2004, + journal = {Journal of the Optical Society of America A: Optics and Image Science, and Vision}, + volume = 21, + number = 2, + pages = {176--186}, +} +@article{Martin04channel, + title = {{Channel equalisation using a soft back-propagation learning algorithm}}, + author = {Mart\'in-Guerrero, J. D. and G\'omez-Chova, L. and Camps-Valls, G. and Serrano, A.J. and Vila-Franc\'es, J. and Calpe-Maravilla, J. and Soria-Olivas, E.}, + year = 2004, + journal = {Journal of Electrical Engineering}, + volume = 55, + number = {5-6}, + pages = {156--160}, +} +@article{Martin-Guerrero2004421, + title = {{Machine learning methods for one-session ahead prediction of accesses to page categories}}, + author = {Mart\'in-Guerrero, J.D. and Balaguer-Ballester, E. and Camps-Valls, G. and Palomares, A. and Serrano-L\'opez, A.J. and G\'omez-Sanch\'is, J. and Soria-Olivas, E.}, + year = 2004, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = 3137, + pages = {421--424}, +} +@article{MartinGuerrero04timc, + title = {{Neural networks as effective techniques in clinical management of patients: some case studies}}, + author = {Mart\'in, J. D. and Soria, E. and Camps, G. and Serrano, A. J. and Sep\'ulveda, J. R. and Jim\'enez, V.}, + year = 2004, + journal = {Transactions of the Institute of Measurement and Control}, + volume = 26, + number = 3, + pages = {169--183}, +} +@article{Salcedo-Sanz2004398, + title = {{Enhancing genetic feature selection through restricted search and Walsh analysis}}, + author = {Salcedo-Sanz, S. and Camps-Valls, G. and P\'erez-Cruz, F. and Sep\'ulveda-Sanchis, J. and Bousono-Calz\'on, C.}, + year = 2004, + journal = {IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews}, + volume = 34, + number = 4, + pages = {398--406}, +} +@article{Soria04lms, + title = {{A novel approach to introducing adaptive filters based on the LMS algorithm and its variants}}, + author = {Soria, E. and Calpe, J. and Chambers, J. and Mart\'inez, M. and Camps-Valls, G. and Mart\'in-Guerrero, J. D.}, + year = 2004, + month = apr, + journal = {{IEEE} Transactions on Education}, + volume = 47, + number = 1, + pages = {127--133}, +} +@article{Camps-Valls2003134, + title = {{Support vector machines for crop classification using hyperspectral data}}, + author = {Camps-Valls, G. and G\'omez-Chova, L. and Calpe-Maravilla, J. and Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Moreno, J.}, + year = 2003, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = 2652, + pages = {134--141}, +} +@article{Camps-Valls2003442, + title = {{Prediction of cyclosporine dosage in patients after kidney transplantation using neural networks}}, + author = {Camps-Valls, G. and Porta-Oltra, B. and Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Serrano-L\'opez, A.J. and P\'erez-Ruixo, J.J. and Jim\'enez-Torres, N.V.}, + year = 2003, + journal = {IEEE Transactions on Biomedical Engineering}, + volume = 50, + number = 4, + pages = {442--448}, +} +@article{Epifanio20031799, + title = {{Linear transform for simultaneous diagonalization of covariance and perceptual metric matrix in image coding}}, + author = {Epifanio, I. and Guti\'errez, J. and Malo, J.}, + year = 2003, + journal = {Pattern Recognition}, + volume = 36, + number = 8, + pages = {1799--1811}, +} +@article{MartinGuerrero2003361, + title = {{Use of neural networks for dosage individualisation of erythropoietin in patients with secondary anemia to chronic renal failure}}, + author = {Mart\'in Guerrero, J.D. and Soria Olivas, E. and Camps Valls, G. and Serrano L\'opez, A.J. and P\'erez Ruixo, J.J. and Jim\'enez Torres, N.V.}, + year = 2003, + journal = {Computers in Biology and Medicine}, + volume = 33, + number = 4, + pages = {361--373}, +} +@article{Martin-Guerrero20031136, + title = {{Dosage individualization of erythropoietin using a profile-dependent support vector regression}}, + author = {Mart\'in-Guerrero, J.D. and Camps-Valls, G. and Soria-Olivas, E. and Serrano-L\'opez, A.J. and P\'erez-Ruixo, J.J. and Jim\'enez-Torres, N.V.}, + year = 2003, + journal = {IEEE Transactions on Biomedical Engineering}, + volume = 50, + number = 10, + pages = {1136--1142}, +} +@article{soria03, + title = {{A low-complexity fuzzy activation function for artificial neural networks}}, + author = {Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Camps-Valls, G. and Serrano-L\'opez, A.J. and Calpe-Maravilla, J. and G\'omez-Chova L.}, + year = 2003, + month = nov, + journal = {{IEEE} Transactions on Neural Networks}, + volume = 14, + number = 6, + pages = {1379--1380}, + note = {Factor de impacto: 1.666.}, +} +@article{Balaguer02, + title = {{Effective 1-day ahead prediction of hourly surface ozone concentrations in eastern Spain using linear models and neural networks}}, + author = {Balaguer Ballester, E. and Camps i Valls, G. and Carrasco-Rodr\'iguez, J. L. and Soria-Olivas, E. and del Valle-Tasc\'on, S.}, + year = 2002, + journal = {Ecological Modelling}, + volume = 156, + number = 1, + pages = {27--41}, + note = {Factor de impacto: 1.308}, +} +@article{Camps-Valls2002568, + title = {{Cyclosporine concentration prediction using clustering and support vector regression methods}}, + author = {Camps-Valls, G. and Soria-Olivas, E. and P\'erez-Ruixo, J.J. and P\'erez-Cruz, F. and Figueiras-Vidal, A.R. and Art\'es-Rodr\'iguez, A.}, + year = 2002, + journal = {Electronics Letters}, + volume = 38, + number = 12, + pages = {568--570}, +} +@article{Fernando02, + title = {{Multi-dimensional Function Approximation and Regression Estimation}}, + author = {F. P\'erez-Cruz and G. Camps-Valls and E. Soria-Olivas and J. J. P\'erez-Ruixo and A. R. Figueiras-Vidal and A. Art\'es-Rodr\'iguez}, + year = 2002, + month = aug, + journal = {Lecture Notes in Computer Science (LNCS)}, + volume = 2415, + pages = {757--782}, + note = {Factor de impacto: 0.515.}, +} +@inproceedings{camps2001profile, + title = {{A profile-dependent kernel-based regression for cyclosporine concentration prediction}}, + author = {Camps-Valls, G and Soria-Olivas, E and P\'erez-Ruixo, J and Art\'es-Rodr\'iguez, A and P\'erez-Cruz, F and Figueiras-Vidal, A}, + year = 2001, + booktitle = {Neural Information Processing Systems (NIPS)--Workshop on New Directions in Kernel-Based Learning Methods}, +} +@article{Camps01icann, + title = {{Neural Networks Ensemble for Cyclosporine Concentration Monitoring}}, + author = {Camps-Valls, G. and Soria-Olivas, E. and Mart\'in-Guerrero, J. D. and P\'erez-Ruixo, J. J. and Jim\'enez-Torres, N. V.}, + year = 2001, + month = aug, + journal = {Lecture Notes in Computer Science (LNCS)}, + volume = 2130, + pages = {706--711}, +} +@article{Malo20011411, + title = {{Perceptual feedback in multigrid motion estimation using an improved DCT quantization}}, + author = {Malo, J. and Guti\'errez, J. and Epifanio, I. and Ferri, F.J. and Artigas, J.M.}, + year = 2001, + journal = {IEEE Transactions on Image Processing}, + volume = 10, + number = 10, + pages = {1411--1427}, +} +@article{Malo2001, + title = {{What motion information is perceptually relevant?}}, + author = {Malo, J. and Guti\'errez, J. and Epifanio, I.}, + year = 2001, + journal = {Journal of Vision}, + volume = 1, + number = 3, +} +@article{Serrano01, + title = {{Some examples for solving Clinical Problems using Neural Networks}}, + author = {Serrano, A. J. and Soria, E. and Camps, G. and Mart\'in, J. D.}, + year = 2001, + month = jun, + journal = {Lecture Notes in Computer Science (LNCS)}, + volume = 2085, + pages = {345--355}, +} +@article{Malo2000233, + title = {{Role of perceptual contrast non-linearities in image transform quantization}}, + author = {Malo, J. and Ferri, F. and Albert, J. and Soret, J. and Artigas, J.M.}, + year = 2000, + journal = {Image and Vision Computing}, + volume = 18, + number = 3, + pages = {233--246}, +} +@article{Malo2000807, + title = {{Importance of quantiser design compared to optimal multigrid motion estimation in video coding}}, + author = {Malo, J. and Ferri, F.J. and Guti\'errez, J. and Epifanio, I.}, + year = 2000, + journal = {Electronics Letters}, + volume = 36, + number = 9, + pages = {807--809}, +} +@article{Malo20001693, + title = {{Perceptually weighted optical flow for motion-based segmentation in MPEG-4 paradigm}}, + author = {Malo, J. and Guti\'errez, J. and Epifanio, I. and Ferri, F.J.}, + year = 2000, + journal = {Electronics Letters}, + volume = 36, + number = 20, + pages = {1693--1694}, +} +@article{Malo2000658, + title = {{Non-linear invertible representation for joint statistical and perceptual feature decorrelation}}, + author = {Malo, J. and Navarro, R. and Epifanio, I. and Ferri, F. and Artigas, J.M.}, + year = 2000, + journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}, + volume = {1876 Lncs}, + pages = {658--667}, +} +@article{SoriaOlivas2000102, + title = {{Artificial neuronal networks: A new tool for pharmaceutical care [Redes neuronales artificiales: Una nueva herramienta para la atenci\'on farmac\'eutica]}}, + author = {Soria Olivas, E. and Jim\'enez Torres, N.V. and Serrano L\'opez, A.J. and Camps Valls, G.}, + year = 2000, + journal = {Atencion Farmaceutica}, + volume = 2, + number = 1, + pages = {102--110}, +} +@article{JimenezASHP99, + title = {{Prediction of digoxin Plasma Potentially Toxic Levels by Using a Neural Network Model}}, + author = {Jim\'enez, N. V. and Soria, E. and Albert, A. and Serrano, A. J. and Camps, G.}, + year = 1999, + month = oct, + journal = {American Journal of Health-System Pharmacy}, + volume = 56, + number = 20, + pages = 2277, +} +@article{Mapi2SEC99, + title = {{An\'alisis de la variabilidad de la frecuencia cardiaca en pacientes diab\'eticos con neuropat\'ia auton\'omica cardiovascular}}, + author = {L\'opez Lereu, M. P. and Guerrero Mart\'inez, J. F. and Chorro, J. and Mu\~noz, J. and Berenguer, A. and Ampudia, J. and Ascaso, J. and Camps-Valls, G. and Garc\'ia Civera, R. and L\'opez Merino, V}, + year = 1999, + month = oct, + journal = {Revista Espa\~nola de Cardiolog\'ia}, + volume = {Vol 52}, + number = {Suppl. 4}, + pages = 62, +} +@article{MapiSEC99, + title = {{Detecci\'on precoz de disfunci\'on auton\'omica en diab\'eticos Tipo I mediante el an\'alisis de la variabilidad de la frecuencia cardiaca}}, + author = {L\'opez Lereu, M. P. and Guerrero Mart\'inez, J. F. and Chorro, J. and Mu\~{n}oz, J. and Berenguer, A. and Ampudia, J. and Ascaso, J. and Camps-Valls, G. and Garc\'ia Civera, R. and L\'opez Merino, V}, + year = 1999, + month = oct, + journal = {Revista Espa\~{n}ola de Cardiolog\'ia}, + volume = {Vol 52}, + number = {Suppl. 4}, + pages = 157, +} +@article{Malo19991067, + title = {{Comparison of perceptually uniform quantization with average error minimization in image transform coding}}, + author = {Malo, J. and Ferri, F.J. and Albert, J. and Soret, J.}, + year = 1999, + journal = {Electronics Letters}, + volume = 35, + number = 13, + pages = {1067--1068}, +} +@article{Pons199993, + title = {{Image quality metric based on multidimensional contrast perception models}}, + author = {Pons, A.M. and Malo, J. and Artigas, J.M. and Capilla, P.}, + year = 1999, + journal = {Displays}, + volume = 20, + number = 2, + pages = {93--110}, +} +@article{Malo1998541, + title = {{Splitting criterion for hierarchical motion estimation based on perceptual coding}}, + author = {Malo, J. and Ferri, F.J. and Albert, J. and Artigas, J.M.}, + year = 1998, + journal = {Electronics Letters}, + volume = 34, + number = 6, + pages = {541--543}, +} +@article{Capilla98, + title = {{Colour representation spaces at different physiological levels: a comparative analysis}}, + author = {P Capilla and J Malo and M J Luque and J M Artigas}, + year = 1998, + journal = {Journal of Optics}, + volume = 29, + number = 5, + pages = 324, +} +@article{Lorente1997267, + title = {{Standard criterion for fluctuations of modulation transfer function in the human eye: Application to disposable contact lenses}}, + author = {Lorente, A. and Pons, A.M. and Malo, J. and Artigas, J.M.}, + year = 1997, + journal = {Ophthalmic and Physiological Optics}, + volume = 17, + number = 3, + pages = {267--272}, +} +@article{Malo1997535, + title = {{Subjective image fidelity metric based on bit allocation of the human visual system in the DCT domain}}, + author = {Malo, J. and Pons, A.M. and Artigas, J.M.}, + year = 1997, + journal = {Image and Vision Computing}, + volume = 15, + number = 7, + pages = {535--548}, +} +@article{Malo1997127, + title = {{Characterization of the human visual system threshold performance by a weighting function in the Gabor domain}}, + author = {Malo, J. and Pons, A.M. and Felipe, A. and Artigas, J.M.}, + year = 1997, + journal = {Journal of Modern Optics}, + volume = 44, + number = 1, + pages = {127--148}, +} +@article{Martinez-Verdu19971829, + title = {{Implementations of a novel algorithm for colour constancy}}, + author = {Mart\'inez-Verd\'u, F. and Luque, M.J. and Malo, J. and Felipe, A. and Artigas, J.M.}, + year = 1997, + journal = {Vision Research}, + volume = 37, + number = 13, + pages = {1829--1843}, +} +@article{Martinez-Verdu1996171, + title = {{A new chromatic encoding for machine vision invariant to the change of illuminant}}, + author = {Mart\'inez-Verd\'u, F.M. and Arnau, V. and Malo, J. and Felipe, A. and Artigas, J.M.}, + year = 1996, + journal = {Journal of Optics - Nouvelle Revue d'Optique}, + volume = 27, + number = 4, + pages = {171--181}, +} +@article{Buades1995175, + title = {{A statistical explanation of the effect of luminance on photopic visual acuity of speckled images}}, + author = {Buades, M.J. and Artigas, J.M. and Felipe, A. and Malo, J.}, + year = 1995, + journal = {Journal of Optics}, + volume = 26, + number = 4, + pages = {175--176}, +} +@article{Malo19951222, + title = {{Bit allocation algorithm for codebook design in vector quantisation fully based on human visual system nonlinearities for suprathreshold contrasts}}, + author = {Malo, J. and Pons, A.M. and Artigas, J.M.}, + year = 1995, + journal = {Electronics Letters}, + volume = 31, + number = 15, + pages = {1222--1224}, +} +@article{Malo199493, + title = {{On the intrinsic two-dimensionality of the CSF and its measurement}}, + author = {Malo, J. and Felipe, A. and Luque, M.J. and Artigas, J.M.}, + year = 1994, + journal = {Journal of Optics}, + volume = 25, + number = 3, + pages = {93--103}, +} +@article{Anand23, + title = {{Identifying compound weather drivers of forest mortality with generative deep learning}}, + author = {Anand, M. and Bohn, F.J. and Sweet, L-B. and Camps-Valls, G. and Zscheischler, J.}, + year = {Submitted}, +} +@article{Brocca24dte, + title = {{A Digital Twin of the terrestrial water cycle: a glimpse into the future through high-resolution Earth Observations}}, + author = {Brocca, L. and Massari, C. and Camici, S. and Tarpanelli, A. and Ciabatta, L. and Barbetta, S. and Dari, J. and Mosaffa, H. and Filippucci, P. and Modanesi, S. and Bonaccorsi, B. and Wagner, W. and Vreugdenhil, M. and Quast, R. and Alfieri, R. and Gabellani, S. and Avanzi, F. and Rains, D. and Miralles, D.G. and Mantovani, S. and Briese, C. and Domeneghetti, A. and Jacob, A. and Castelli, M. and Camps-Valls, G. and Volden, E. and Fernandez, D.}, + year = {2024}, + journal = {Frontiers in Science}, +} +@article{Rajadel23highrescrops, + title = {{High spatial gap-filled temporal transfer learning to prompt crop monitoring at continental scales}}, + author = {Rajadel-Lambistos, C. and Izquierdo-Verdiguier, E. and Moreno-Mart\'inez, A. and Maneta, M.P. and Begueria, S. and Kimball, J.S. and Clinton, N. and Atzberger, C. and Camps-Valls, G. and Running, S.W.}, + year = {Submitted}, +} +@article{Tuia23perspective, + title = {{Artificial intelligence to advance Earth observation: A Perspective}}, + author = {Devis Tuia and Konrad Schindler and Beg\"um Demir and Gustau Camps-Valls and Xiao Xiang Zhu and Mrinalini Kochupillai and Sa\v{s}o D\v{z}eroski and Jan N. van Rijn and Holger H. Hoos and Fabio Del Frate and Mihai Datcu and Jorge-Arnulfo Quian\'e-Ruiz and Volker Markl and Bertrand Le Saux and Rochelle Schneider}, + year = {Submitted}, + arxiv = {https://arxiv.org/abs/2305.08413}, +} +@article{Zheng24xai, + title = {{Explainable Deep Learning for Automatic Rock Classification}}, + author = {Dongyu Zheng and Hanting Zhong and Gustau Camps-Valls and Xiaogang Ma and Xiumian Hu and Mingcai Hou and Chao Ma}, + journal = {Computers \& Geosciences}, + url = {https://zenodo.org/records/7634024}, + year = {2024}, +} +@article{Fernandez22gf, + title = {{Unsupervised Spatio-Temporal Drought Monitoring with Gaussianization Flows}}, + author = {Fernandez-Torres, MA et al.}, + year = {Submitted}, +} +@article{Gonzalez23gans, + title = {{Generative Networks for Earth Surface Gap Filling}}, + author = {Gonzalez-Calabuig, M. and Fernandez-Torres, M.A.and Camps-Valls, G.}, + year = {Submitted}, + pages = 1, + projects = {xaida,usmile}, +} +@article{Cohrs23dml, + title = {{Double machine learning as a causal hybrid modeling tool for Earth sciences}}, + author = {Cohrs, Kai-Hendrik and Varando, Gherardo and Carvalhais, Nuno and Reichstein, Markus and Camps-Valls, Gustau}, + year = {Submitted}, +} +@article{Laparra23rbig4it, + title = {{Information Theory Measures via Multidimensional Gaussianization}}, + author = {Laparra, V. and Johnson, J. E. and Camps-Valls, G. and Santos-Rodr\'iguez, R. and Malo, J.}, + year = {Submitted}, + eprint = {2010.03807}, + code = {https://github.com/IPL-UV/rbig}, + arxiv = {http://arxiv.org/abs/2010.03807}, +} +@article{Francesco23, + title = {{Learning Extreme Vegetation Response to Climate Forcing: A Comparison of Recurrent Neural Network Architectures}}, + author = {Martinuzzi, F. and Mahecha, M.D. and Camps-Valls, G. and Montero, D. and Williams, T. and Mora, K.}, + year = {Submitted}, +} +@article{Montero23esdc, + title = {{Data Cubes for Earth System Research: Challenges Ahead}}, + author = {David Montero and Guido Kraemer and Anca Anghelea and César Aybar and Gunnar Brandt and Gustau Camps-Valls and Felix Cremer and Ida Flik and Fabian Gans and Sarah Habershon and Chaonan Ji and Teja Kattenborn and Laura Martínez-Ferrer and Francesco Martinuzzi and Martin Reinhardt and Maximilian Söchting and Khalil Teber and Miguel D. Mahecha}, + year = {Submitted}, +} +@article{Tarraga22causal, + title = {{Causal discovery reveals complex patterns of drought-induced displacement}}, + author = {Tárraga, JM and Sevillano-Marco, E. and Muñoz-Marí, J. and Piles, M. and Sitokonstantinou, V. and Ronco, M. and Miranda, MT. and Cerdà, J. and Camps-Valls, G.}, + year = {Submitted}, +} +@article{Varando22gvae, + title = {{Learning Granger Causal Feature Representations}}, + author = {Varando, G et al.}, + year = {Submitted}, +} +@article{Zhang23hybrid, + title = {{Domain Knowledge-Driven Variational Recurrent Networks for Drought Monitoring}}, + author = {Zhang, M. and Fern\'andez-Torres, MA. and Camps-Valls, G.}, + year = {Submitted}, + pages = 1, + projects = {xaida,usmile}, +} + diff --git a/assets/bibfiles/talks.bib b/assets/bibfiles/talks.bib new file mode 100644 index 000000000..23c5556d1 --- /dev/null +++ b/assets/bibfiles/talks.bib @@ -0,0 +1,1098 @@ + +@misc{Camps24aida, + title = {Hybrid and Causal ML in the Earth sciences}, + author = {Gustau Camps-Valls}, + year = 2024, + month = Jan, + booktitle = {Artificial Intelligence Doctoral Academy (AIDA) - Lecture Series}, + address = {Online}, + pdf = {http://isp.uv.es/slides/Hybrid&Causal_16_01_2024_45min_v2_shorter.pdf}, + video = {https://www.i-aida.org/events/hybrid-causal-machine-learning-in-the-earth-sciences/}, +} +@misc{Camps23cam, + title = {Living in the ML-Physics Interplay for the Earth sciences}, + author = {Gustau Camps-Valls}, + year = 2023, + month = nov, + booktitle = {Cambridge University - Dep. Engineering}, + address = {Cambridge, UK}, + pdf = {http://isp.uv.es/slides/PAML_28_11_2023_45min.pdf}, + video = {https://www.youtube.com/watch?v=xcLL3GNi668&feature=youtu.be}, +} +@misc{Camps23dm, + title = {Hybrid and Causal ML in the Earth sciences}, + author = {Gustau Camps-Valls}, + year = 2023, + month = nov, + booktitle = {Google Deepmind}, + address = {London, UK}, + pdf = {http://isp.uv.es/slides/Hybrid&Causal_30_11_2023_45min_v2.pdf}, +} + +@inproceedings{camps23iahr, +title={AI for the Earth sciences}, +author={Gustau Camps-Valls}, +pdf = {http://isp.uv.es/slides/iahr23_AI4Earth_25min_v3.pdf}, +Booktitle = {IAHR World Congress 2023}, +Editor = {}, +Address = {Vienna, Austria}, +Organization = {}, +Volume = {}, +year={2023} } + + +@inproceedings{garcia23, +title={Evaluation of Dimensionality Reduction Approaches for Optical Water Type Classification using EnMAP}, +author={Jorge García-Jimenez andJulia Amorós-López and Ana Belén Ruescas and Gustau Camps-Valls}, +doi = {}, +url={}, +Booktitle = {Machine Learning And Data Analysis In Oceanography. 2023 edition of the Liège Colloquium}, +Editor = {}, +Address = {University of Liège, Place du XX-Août, 7 - 4000 Liège - Belgium}, +Organization = {}, +project = {}, +Volume = {}, +year={2023} } + + +@inproceedings{camps23acai, +title={Machine learning for modeling and understanding the Earth system}, +author={Gustau Camps-Valls}, +pdf = {http://isp.uv.es/slides/gustau_ml4earth_26_07_2023_3h.pdf}, +Booktitle = {Summer school, ESSAI/ACAI 2023}, +Editor = {}, +Address = {Ljubljana, Slovenia}, +Organization = {}, +Volume = {}, +year={2023} } + + +@inproceedings{camps23ibpria, +title={AI for Sustainable Earth Sciences}, +author={Gustau Camps-Valls}, +pdf = {http://isp.uv.es/slides/IBPRIA23_AI4Sustainability_45min.pdf}, +Booktitle = {IbPRIA 2023}, +Editor = {}, +Address = {Alacant}, +Organization = {}, +Volume = {}, +year={2023} } + + + +@InProceedings{Camps23jurse, +Title = {{Advancing AI for Urban Sustainability}}, +Author = {Gustau Camps-Valls}, +project = {USMILE,XAIDA,FBBVA,DEEPCUBE,USMILE}, +Booktitle = {Joint Urban Remote Sensing Event}, +Year = {2023}, +url = {http://jurse2023.org/keynotes.html}, +Address = {Heraklion Crete, Greece}, +Month = {May} +} + + +@InProceedings{Camps23esa, +Title = {{Causal Inference for Disaster Management}}, +Author = {Gustau Camps-Valls}, +project = {USMILE,XAIDA,FBBVA,DEEPCUBE}, +Booktitle = {Workshop on AI for Disaster Management - ESA philab}, +Year = {2023}, +pdf = {http://isp.uv.es/slides/causal4disasters.pdf}, +Address = {Frascati, Italy}, +Month = {May} +} + +@inproceedings{Camps23causalstats, +title={Graphs in State-Space Models for Granger Causality in Climate Science}, +author={Gustau Camps-Valls}, +doi = {}, +url={}, +Booktitle = {CausalStats23: When Causal Inference meets Statistical Analysis}, +Editor = {}, +Address = {Paris}, +pdf = {http://isp.uv.es/slides/graphEM_causeme_2023.pdf}, +Organization = {}, +project = {USMILE,SCALE,CAUSEME}, +Volume = {}, +year={2023} } + +@InProceedings{Camps23agenda, +Title = {{A collective AI agenda for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {Catalonia AI4EO Day}, +Year = {2023}, +pdf = {https://www.ieec.cat/content/media/announcements/en/1035}, +Address = {Barcelona}, +Month = {Feb} +} + +@InProceedings{Camps23dte, +Title = {{The role of AI in Digital Twins}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {Winter 2022/2023 Workshop at Lorentz Center}, +Year = {2023}, +pdf = {http://isp.uv.es/slides/LorentzCenter_Leiden_2023_AI4DTE_v1.pdf}, +Address = {Leiden, NL}, +Month = {Feb} +} + + +@InProceedings{Camps22neurips, +Title = {{Physics-aware Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {NeurIPS 2022 - Workshop on Tackling Climate Change with Machine Learning}, +Year = {2022}, +pdf = {http://isp.uv.es/slides/2022_PhysicsML_CausalML_40min.pdf}, +Address = {New Orleans}, +Month = {Dec 2022} +} + + +@InProceedings{Camps22poly, +Title = {{Advancing AI for modeling and understanding the Earth system}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {Advancing AI for modeling and understanding the Earth system}, +Year = {2022}, +video = {https://www.youtube.com/watch?v=0YUFVhjrBn0}, +pdf = {http://isp.uv.es/slides/E4C_2022_PhysicsML_XAI_Causality_2h_2parts.pdf}, +Address = {E4C - Institut Polytechnique de Paris}, +Month = {May 2022} +} + +@InProceedings{Camps22imiracli, +Title = {{Advancing AI for modeling and understanding the Earth system}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {ETN iMIRACLI - Summer school}, +Year = {2022}, +pdf = {http://isp.uv.es/slides/gustau_ml4earth_20_09_2022.pdf}, +Address = {Stockholm, Sweden}, +Month = {September 2022} +} + + +@InProceedings{Camps22ituun, +Title = {{A collective agenda for AI on the Earth sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL,USMILE}, +Booktitle = {A collective agenda for AI on the Earth sciences - AI and Climate Science}, +Year = {2022}, +video = {https://www.youtube.com/watch?v=ts5XSYgcsiE}, +pdf = {http://isp.uv.es/slides/UN-ITU-AI4GOOD_2022_AI_AGENDA_PhysicsML_XAI_CAUSALITY_45min.pdf}, +Address = {Online talk - ITU-UN AI4Good seminar series}, +Month = {February 2022} +} +@InProceedings{Camps21ml4rs, +Title = {{Physics-aware machine learning and causality for the Earth sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL,USMILE}, +Booktitle = {ML and Remote Sensing Discussion Group}, +Year = {2021}, +Address = {Online talk}, +Month = {November 2021} +} +@InProceedings{Camps21kitp, +Title = {{Gaussianizing the Earth}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL,USMILE}, +Booktitle = {KITP Conference: Machine Learning for Climate}, +Year = {2021}, +Address = {Online talk}, +pdf = {http://isp.uv.es/slides/kitp2021_rbig_gcamps.pdf}, +video = {https://online.kitp.ucsb.edu/online/climate-c21/campsvalls/}, +Month = {November 2021} +} +@InProceedings{Camps21un, +Title = {{Machine Learning for Earth and Climate Sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL,USMILE}, +Booktitle = {GIMM: Europe - Side Event. The challenge of GEOAI for Good & GEOAI for a Sustainable Europe}, +Year = {2021}, +pdf = {http://isp.uv.es/slides/UN_GIMM21_ML4EARTH_15min.pdf}, +Address = {Online talk}, +Month = {October 2021} +} +@InProceedings{Camps21phiweek, +Title = {{Interpretability and Causality in Earth Sciences (aka "fitting is not enough")}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL,USMILE}, +Booktitle = {ESA Phi-Week Workshop}, +Year = {2021}, +Address = {Online talk}, +pdf = {http://isp.uv.es/slides/ESA_PHIWEEK_2021_XAI_Causality_15min.pdf}, +Month = {September 2021} +} +@InProceedings{Camps21ccai, +Title = {{Physics-aware Machine Learning for the Earth sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL,USMILE}, +Booktitle = {Climate Change AI - Machine Learning for Earth and Climate Sciences}, +Year = {2021}, +Address = {Online talk, https://www.climatechange.ai/}, +pdf = {https://www.youtube.com/watch?v=-dpA75KU8Pg}, +Month = {September 2021} +} + +@InProceedings{Camps21maclean, +Title = {{Advances in Machine Learning for Modelling and Understanding in Earth Sciences}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {MACLEAN workshop}, +Year = {2021}, +Address = {Online talk}, +pdf = {http://isp.uv.es/slides/MACLEAN21_PhysicsMLinterplay_XAI_Causality_1h.pdf}, +Month = {September 2021} +} + + +@InProceedings{Camps21dl_grssitaly, +Title = {{Advances in Machine Learning for Modelling and Understanding in Earth Sciences}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {IEEE GRSS - Italian chapter}, +Year = {2021}, +Address = {Online talk, Italy}, +url = {https://www.youtube.com/watch?v=8262BYuWVUU}, +Month = {Jan 21 2021} +} + + +@InProceedings{Camps21_uthz, +Title = {{Living in the Physics and Machine Learning Interplay for the Earth Sciences}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {UTHZ Seminar series}, +Year = {2021}, +Address = {Online talk, Zurich}, +url = {}, +Month = {May 2021} +} + + +@InProceedings{Camps21_oceanix, +Title = {{Physics-aware Interpretable Machine learning in the Earth sciences}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {OCEANIX Seminar series}, +Year = {2021}, +Address = {Online talk, France}, +url = {https://www.youtube.com/watch?v=PLuT0Yznvhg}, +Month = {May 19th 2021} +} + + +@InProceedings{Camps21_mppl, +Title = {{Physics Aware Machine Learning for the Earth Sciences}}, +Author = {Gustau Camps-Valls}, +project = {USMILE}, +Booktitle = {MPML Seminar series - ELLIS seminar}, +Year = {2021}, +Address = {Online talk, Lisboa}, +url = {https://mpml.tecnico.ulisboa.pt/seminars?recent}, +Month = {May 28th 2021} +} + + +@InProceedings{CampsValls21DeepCube, + title={{DeepCube: Explainable AI Pipelines for Big Copernicus data}}, + author={Ioannis Papoutsis and Alkyoni Baglatzi and Souzana Touloumtzi and Markus Reichstein and Nuno Carvalhais and Fabian Gans and Gustau Camps-Valls and Maria Piles and Theofilos Kakantousis and Jim Dowling and Manolis Koubarakis and Dimitris Bilidas and Despina-Athanasia Pantazi and George Stamoulis and Christophe Demange and Leo-Gad Journel and Marco Bianchi and Chiara Gervasi and Alessio Rucci and Ioannis Tsampoulatidis and Eleni Kamateri and Tarek Habib and Alejandro Díaz Bolívar and Zisoula Ntasiou and Anastasios Paschalis}, +Booktitle = {BiDS Big Data from Space}, +Address = {Online Everywhere, https://www.bigdatafromspace2021.org/}, +month = {May}, + year={2021}, + url={http://cgi.di.uoa.gr/~koubarak/publications/2021/BIDS21_paper54.pdf}, +} + +@InProceedings{CampsValls20phiweek, +Title = {{Living in the Physics and Machine Learning Interplay - An AI agenda with examples for the DTE}}, +Author = {Gustau Camps-Valls}, +Booktitle = {The ESA Phi-week 2020}, +Year = {2020}, +video = {https://livestream.com/esa/phiweek2020/videos/211492628}, +pdf = {http://isp.uv.es/slides/PHIWEEK20_PhysicsMLinterplay.pdf}, +Address = {ESA-ESRIN, Italy}, +project = {SEDAL}, +Month = {28-30 September 2020.} +} + + +@inproceedings{CampsValls20physicsaware, +title = {Living in the Physics -- Machine Learning Interplay for Earth Observation}, +doi = {}, +booktitle = {AAAI Fall Series 2020 Symposium on Physics-guided AI for Accelerating Scientific Discovery}, +author = {Camps-Valls, G. and Svendsen, D. H. and Cortes-Andres, J. and Moreno-Martínez, A. and Pérez-Suay, A. and Adsuara, J. and Martin, I. and Piles, M. and Muñoz-Marí, J. and Martino, L.}, +month = {}, +year = {2020}, +note = {}, +pages = {}, +Address = {}, +project = {SEDAL,KERMES}, +} + + + +@inproceedings{CampsValls2020igarss_hybridxai, +title = {Advancing Deep Learning For Earth Sciences: From Hybrid Modeling To Interpretability}, +doi = {}, +booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, +author = {Camps-Valls, G. and Reichstein, M. and Zhu, Z. and Tuia, D.}, +month = {Jul}, +year = {2020}, +video = {http://isp.uv.es/videos/AdvancesDL-2020-07-09_11-38-45.mkv}, +pdf = {http://isp.uv.es/slides/AdvancesDL.pdf}, +project = {SEDAL}, +Address = {Waikoloa, Hawaii, USA} +} + + +@InProceedings{johnson2020mlse, + title={{Gaussianization for Earth - An Information Theoretic Perspective}}, + author={Emmanuel J. Johnson}, +Booktitle = {Machine Learning for Science and Engineering (MLSE) 2020}, +Address = {Online Everywhere, https://www.mlse2020.com/earth}, +pdf = {http://isp.uv.es/slides/mlse20_PhysicsMLinterplay.pdf}, +month = {Dec}, + year={2020}, + video={}, +} +@InProceedings{campsvalls2020mlse, + title={{How to Surf the Physics and Machine Learning Interplay}}, + author={Gustau Camps-Valls}, +Booktitle = {Machine Learning for Science and Engineering (MLSE) 2020}, +Address = {Online Everywhere, https://www.mlse2020.com/earth}, +month = {Dec}, + year={2020}, + video={https://www.youtube.com/watch?v=NmMufP_qDz8}, +} + +@InProceedings{campsvalls2020ingarss, + title={{Living in the Physics-Machine learning interplay for earth observation}}, + author={Gustau Camps-Valls}, +Booktitle = {InGARSS 2020}, +Address = {Online Everywhere, https://www.ingarss2020.org/}, +month = {Dec}, + year={2020}, + video={https://www.ingarss2020.org/}, +} +@InProceedings{CampsValls20phiweek, +Title = {{Living in the Physics and Machine Learning Interplay - An AI agenda with examples for the DTE}}, +Author = {Gustau Camps-Valls}, +Booktitle = {The ESA Phi-week 2020}, +Year = {2020}, +video = {https://livestream.com/esa/phiweek2020/videos/211492628}, +pdf = {http://isp.uv.es/slides/PHIWEEK20_PhysicsMLinterplay.pdf}, +Address = {ESA-ESRIN, Italy}, +project = {SEDAL}, +Month = {28-30 September 2020.} +} + +@InProceedings{campsvalls2020dtu, + title={{Advances in Machine Learning for Earth Sciences}}, + author={Gustau Camps-Valls}, +Booktitle = {Sustainable AI in practice 2020}, +pdf = {http://isp.uv.es/slides/AdvancesML4EO_20min.pdf}, +Address = {Online Everywhere, https://www.conferencemanager.dk/sustainableai/conference/}, +month = {Dec}, + year={2020}, +} + +@inproceedings{CampsValls20physicsaware, +title = {Living in the Physics -- Machine Learning Interplay for Earth Observation}, +doi = {}, +booktitle = {AAAI Fall Series 2020 Symposium on Physics-guided AI for Accelerating Scientific Discovery}, +author = {Camps-Valls, G. and Svendsen, D. H. and Cortes-Andres, J. and Moreno-Martínez, A. and Pérez-Suay, A. and Adsuara, J. and Martin, I. and Piles, M. and Muñoz-Marí, J. and Martino, L.}, +month = {}, +year = {2020}, +note = {}, +pages = {}, +Address = {}, +project = {SEDAL,KERMES}, +} + +@inproceedings{CampsValls2020igarss_hybridxai, +title = {Advancing Deep Learning For Earth Sciences: From Hybrid Modeling To Interpretability}, +doi = {}, +booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}}, +author = {Camps-Valls, G. and Reichstein, M. and Zhu, Z. and Tuia, D.}, +month = {Jul}, +year = {2020}, +video = {http://isp.uv.es/videos/AdvancesDL-2020-07-09_11-38-45.mkv}, +pdf = {http://isp.uv.es/slides/AdvancesDL.pdf}, +project = {SEDAL}, +Address = {Waikoloa, Hawaii, USA} +} + + + +@InProceedings{Camps20UZH, +Title = {{Advances in Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {Dept Geography -- University of Zurich, Switzerland}, +Year = {2020}, +Address = {Dept Geography -- University of Zurich, Switzerland}, +URL = {https://www.geo.uzh.ch/en/units/rsl/events.html}, +Month = {April 7, 2020} +} + + +@InProceedings{Camps20UGent, +Title = {{Advances in Machine Learning for Earth Sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {UGent Data Science Seminar -- University of Ghent, Belgium}, +Year = {2020}, +Address = {UGent Data Science Seminar -- University of Ghent, Belgium}, +URL = {https://www.meetup.com/UgentDSS/events/268501329/}, +Month = {February 11, 2020} +} + +@InProceedings{Camps20BSC, +Title = {{Advances in Machine learning for Modelling and Understanding in Earth Sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {Severo Ochoa Research Seminars -- Barcelona Supercomputing Center (BSC), Barcelona}, +Year = {2020}, +Address = {Severo Ochoa Research Seminars -- Barcelona Supercomputing Center (BSC), Barcelona}, +URL = {https://www.bsc.es/research-and-development/research-seminars/sors-advances-machine-learning-modelling-and-understanding-earth-sciences}, +doi = {https://upcommons.upc.edu/handle/2117/330962}, +Month = {1/Jan/2020} +} + + +@InProceedings{Camps19Berlin, +Title = {{Multivariate Gaussianization: Information Bottleneck and Flows}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {Technical University of Berlin, Germany}, +Year = {2019}, +Address = {Technical University of Berlin, Germany}, +Month = {29 October 2019} +} + + +@InProceedings{Moreno19Google, +Title = {{HISTARFM: High spatial resolution land products from Landsat reflectance time series in GEE}}, +Author = {Álvaro Moreno}, +Booktitle = {eo for Good 2019, Google, SF}, +Year = {2019}, +Address = {Geo for Good 2019, Google, SF}, +Month = {18 September 2019} +} + +@InProceedings{Camps19Wageningen, +Title = {{Physics-aware Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {https://www.wur.nl/en/Research-Results/Chair-groups/Environmental-Sciences/Laboratory-of-Geo-information-Science-and-Remote-Sensing/Show/Earth-Observations-and-Terrestrial-Carbon-Cycling.htm}, +Year = {2019}, +Address = {Wageningen University and Research, Wageningen, The Netherlands}, +Month = {20 September 2019} +} + +@InProceedings{Camps19Kolkata, +Title = {{Towards Physics-aware Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {Indian Statistical Institute, Kalkota, India}, +Year = {2019}, +Address = {Indian Statistical Institute, Kalkota, India}, +Month = {2 July 2019} +} + +@InProceedings{Camps19Bangalore, +Title = {{Physics-aware Machine Learning and Causal Inferece in Earth and Climate Sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {ISI, Bangalore, India}, +Year = {2019}, +Address = {ISI, Bangalore, India}, +Month = {2 July 2019} +} + +@InProceedings{Camps19Ahmedabad, +Title = {{Advances in Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {CEPT, Ahmedabad, India}, +Year = {2019}, +Address = {CEPT, Ahmedabad, India}, +Month = {27 June 2019} +} + +@InProceedings{Camps19Mumbai, +Title = {{New Machine Learning for Earth and Climate Sciences}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {ISI, Mumbai, India}, +Year = {2019}, +Address = {ISI, Mumbai, India}, +Month = {25 June 2019} +} + +@InProceedings{Camps19LPS, +Title = {{Revisiting global teleconnections of ENSO over soils and vegetation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {ESA Living Planet Symposium, 2019}, +Year = {2019}, +Address = {ESA Living Planet Symposium, 2019}, +Month = {15 May 2019} +} + +@InProceedings{Camps19EGU, +Title = {{Learning nonlinear feature representations from Earth data}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {EGU}, +Year = {2019}, +Address = {EGU 2019}, +Month = {3 Apr 2019} +} + +@InProceedings{Camps19BIDS, +Title = {{Advances in Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {}, +Year = {2019}, +Address = {ESA BIDs 2019}, +Month = {20 Feb 2019} +} + +@InProceedings{Camps19Cavanilles, +Title = {{Machine Learning for Earth Observation}}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Booktitle = {Cavanilles Institute of Biodiversity and Evolutionary Biology}, +Year = {2019}, +Address = {Cavanilles Institute of Biodiversity and Evolutionary Biology, Valencia}, +Month = {21 March 2019} +} + +@InProceedings{Piles19Lband, +Title = {{Copernicus Imaging Microwave Radiometer (CIMR) Land Science and Products}}, +Author = {Maria Piles}, +Booktitle = {Low-Frequency Microwave Continuity Workshop - JPL, USA}, +Year = {2019}, +Address = {Low-Frequency Microwave Continuity Workshop - JPL, USA}, +Month = {6-7 March 2019} +} + +@InProceedings{Ruescas18phiweekHyperlabelme, +Title = {{HyperLabelMe: Benchmarking Image Classifiers}}, +Author = {Ana Ruescas, Jordi Muñoz-Marí, Luis Gómez-Chova, Gonzalo Mateo-García, Emma Izquiedo, Manuel Campos, Gustau Camps-Valls}, +Booktitle = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy}, +Year = {2018}, +Address = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy}, +Month = {12-16 November 2018} +} +@InProceedings{Camps18phiweekPhysics, +Title = {{Physics-aware And Explainable Machine Learning}}, +Author = {Gustau Camps-Valls, Luis Gómez-Chova, Daniel Svendsen, Diego Bueso, Luca Martino, Adrián Pérez, Maria Piles, Valero Laparra, Ana Ruescas}, +Booktitle = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy}, +Year = {2018}, +Address = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy}, +Month = {12-16 November 2018} +} +@InProceedings{Camps18phiweekESDC, +Title = {{Statistical Distillation of the Earth System Data Cube}}, +Author = {Gustau Camps-Valls, Juan Johnson, Valero Laparra, Diego Bueso, Gunnar Brandt, Norman Fomferra, Hans Permana and Miguel Mahecha}, +Booktitle = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy}, +Year = {2018}, +Address = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy}, +Month = {12-16 November 2018} +} + + +@InProceedings{CampsValls18oxfordworkshop, +Title = {Machine Learning for Climate: 15 ways to leave your lover}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Machine Learning and Climate Workshop 2018 - Oxford, UK}, +month = {October, 31st - November 1st}, +Url = {} +} + +@InProceedings{CampsValls18bristol, +Title = {From sparsity to Gaussianization in neural networks}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Department of Engineering Mathematics, University of Bristol, UK}, +month = {October, 30th}, +pdf = {http://isp.uv.es/slides/}, +Url = {} +} + +@InProceedings{CampsValls18imperial, +Title = {Physics-driven Gaussian Processes for Earth Observation}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Data Science Institute, Grantham Institute, Imperial College London, UK}, +month = {October, 29th}, +pdf = {http://isp.uv.es/slides/imperial2018_gcamps_3x4.pdf}, +Url = {http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/engineering/datascienceinstitute/eventssummary/event_19-10-2018-13-7-58} +} + +@InProceedings{CampsValls18kic, +Title = {Machine learning for Earth Observation}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Climathon KIC. Tackling Water Innovation Challenges. Role of Copernicus EO products. Universitat de València}, +month = {October, 26th}, +Url = {https://climathon.climate-kic.org/en/burjassot} +} + + +@InProceedings{CampsValls18dg, +Title = {Neural networks, Gaussianization, and information distillation}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Digital Globe, Denver, US}, +month = {September}, +pdf = {http://isp.uv.es/slides/dg_gcamps_2018.pdf}, +Url = {} +} + + +@InProceedings{CampsValls18dlabs, +Title = {Unsupervised Deep Networks: Sparsity, Gaussianization, and the information bottleneck}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Descartes Labs, Santa Fe, US}, +month = {September}, +pdf = {http://isp.uv.es/slides/dlabs_gcamps_2018.pdf}, +Url = {} +} + + +@InProceedings{CampsValls18ci, +Title = {Unsupervised Deep Feature Learning with Sparse Codes and Gaussianization}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Climate Informatics 2018, NCAR, Boulder, US}, +month = {September}, +pdf = {http://isp.uv.es/slides/ci_gcamps_2018.pdf}, +Url = {} +} + + +@InProceedings{CampsValls18csu, +Title = {Unsupervised Deep Networks: Neural networks, Gaussianization, and information distillation}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Maths department, Colorado State University, Fort Collins, US}, +month = {September}, +pdf = {http://isp.uv.es/slides/csu_gcamps_2018.pdf}, +Url = {} +} + + +@InProceedings{CampsValls18ox, +Title = {Gaussianization, Independence, Fairness}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2018}, +Address = {Oxford, Dep. Statistics}, +month = {July}, +pdf = {http://isp.uv.es/slides/oxford2018_gcamps.pdf}, +Url = {} +} + + +@InProceedings{CampsValls17DLcampinas, +Title = {Machine Learning in Remote Sensing}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2017}, +Address = {IEEE Distinguished Lecturer - Campinas, Brasil}, +month = {November}, +pdf = {http://isp.uv.es/slides/DL_gcamps.pdf}, +Url = {} +} + +@InProceedings{CampsValls17DLrio, +Title = {Advanced Machine Learning for Biophysical Parameter Retrieval}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2017}, +Address = {IEEE Distinguished Lecturer - Rio de Janeiro, Brasil}, +month = {November}, +Url = {} +} + +@InProceedings{CampsValls17wageningen, +Title = {Open problems in remote sensing}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2017}, +Address = {Causality in Complex Systems - Amsterdam Soesterberg, The Netherlands}, +month = {27-30 June}, +Url = {} +} + +@InProceedings{CampsValls17agu_gps, +Title = {Large Scale {G}aussian Processes for Atmospheric Parameter Retrieval and Cloud Screening}, +Author = {G. Camps-Valls and L. G\'omez-Chova and G. Mateo and V. Laparra and Adrián Pérez-Suay and J. Muñoz-Marí}, +Booktitle = {American Geophysical Union (AGU) Fall meeting 2017}, +Year = {2017}, +Address = {New Orleans, USA, 11-15 December 2017}, +} + +@InProceedings{CampsValls17agu_emula, +Title = {Advanced Machine Learning Emulators of Radiative Transfer Models}, +Author = {G. Camps-Valls and J. Verrelst and L. Martino and J. Vicent}, +Booktitle = {American Geophysical Union (AGU) Fall meeting 2017}, +Year = {2017}, +Address = {New Orleans, USA, 11-15 December 2017}, +} + +@InProceedings{CampsValls17agu_wood, +Title = {Mapping wood density globally using remote sensing and climatological data}, +Author = {A. Moreno-Martínez and G. Camps-Valls and N. Carvalhais and J. Kattge and N. Robinson and M. Reichstein and B. Allred and S.W. Running}, +Booktitle = {American Geophysical Union (AGU) Fall meeting 2017}, +Year = {2017}, +Address = {New Orleans, USA, 11-15 December 2017}, +} + +@InProceedings{CampsValls17scia, +Title = {Physics-Aware Gaussian Processes for Earth Observation}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2017}, +Address = {SCIA17 - Troms\o, Norway}, +month = {12-14 June}, +pdf = {http://isp.uv.es/slides/scia2017_gcamps_v2_16x9_light.pdf}, +Url = {https://link.springer.com/chapter/10.1007/978-3-319-59129-2_18} +} + +@InProceedings{CampsValls17baci, +Title = {Physics-aware machine learning for biophysical parameter retrieval}, +Author = {Gustau Camps-Valls}, +project = {SEDAL}, +Year = {2017}, +Address = {BACI meeting - Jena, Germany}, +month = {19-21 June}, +Url = {http://baci-h2020.eu} +} + +@inproceedings{CampsValls17fluxcom, +Title = {Potential of Machine Learning for FLUXCOM upscaling}, +Author = {Camps-Valls, G.}, +Year = {2017}, +Address = {MPI BGC - FLUXCOM workshop. Jena, Germany, May 2017} +} + +@inproceedings{CampsValls17egu, +Title = {Vegetation Monitoring with Gaussian Processes and Latent Force Models}, +Author = {Camps-Valls, G.}, +Year = {2017}, +pdf = {http://isp.uv.es/slides/egu2017_gcamps_v2_4x3}, +Address = {EGU17 - Vienna, Austria, 23-28 April 2017} +} + +@inproceedings{CampsValls17lfmearsl, +Title = {Latent Force Models for Model-Data Integration in Vegetation Monitoring}, +Author = {Martino, L. and Luengo, D. and Camps-Valls, G.}, +address = {10th EARSeL SIG Imaging Spectroscopy Workshop}, +Year = {2017}, +Address = {EARSeL17 - 19-21 April 2017, University of Zurich (Switzerland)} +} + +@inproceedings{CampsValls16cms, +author = {Camps-Valls, G.}, +title = {Monitoring Vegetation From Space with Gaussian Processes and Latent Force Models}, +address = {9th International Conference on Computational and Methodological Statistics, CMStatistics, Sevilla, Spain}, +pdf = {http://isp.uv.es/slides/cmstatistics2016_gcamps_v1.pdf}, +year = {2016}, +month = {December}, +} +@inproceedings{CampsValls16tumdlr, +author = {Camps-Valls, G.}, +title = {Machine learning for Remote Sensing}, +address = {TUM-DLR Summer School, Munich, Germany}, +url = {}, +year = {2016} +} +@inproceedings{CampsValls16ist, +author = {Camps-Valls, G.}, +title = {Semisupervised manifold alignment with kernels}, +address = {Institute of Science and Technology Austria}, +url = {}, +year = {2016} +} +@inproceedings{CampsValls16uam, +author = {Camps-Valls, G.}, +title = {Domain Adaptation with the Kernel Manifold Alignment}, +address = {Computer Science Dep. Universidad Autonoma de Madrid, Spain}, +url = {http://www.uam.es/ss/Satellite/EscuelaPolitecnica/es/la-escuela-2/agenda/evento/detalle/seminarios-de-investigacion-en-ingenieria-informatica-y-de-telecomunicacion-2016-2017--domain-adapta.htm}, +year = {2016} +} + +@inproceedings{CampsValls15cablab, +author = {Camps-Valls, G.}, +title = {The role of modern machine learning in Earth observation}, +year = {2015}, +address = {CABLAB: Exploring the Earth System Data Cube, MPI-Biogeochemistry, +Jena, Germany}, +url = {http://earthsystemdatacube.net/} +} + +@inproceedings{CampsValls15cvpr, +author = {Camps-Valls, G.}, +title = {Monitoring Earth Climate Variables with Statistical Inference}, +year = {2015}, +pdf = {http://isp.uv.es/slides/cvpr2015_gcamps_v2_web.pdf}, +address = {CVPR EarthVision Workshop, Boston, USA}, +url = {http://www.grss-ieee.org/earthvision2015/} +} + +@inproceedings{CampsValls15ecml, +author = {Camps-Valls, G.}, +title = {Learning Structures in Earth Observation Data with Gaussian Processes}, +year = {2015}, +pdf = {http://isp.uv.es/slides/ecml2015_gcamps_v1.pdf}, +address = {ECML Time series Workshop, Porto, Portugal}, +url = {http://ama.liglab.fr/aaltd_ecml2015/} +} + +@inproceedings{CampsValls15statlearn, +author = {Camps-Valls, G.}, +title = {Kernel manifold alignment}, +year = {2015}, +address = {StatLearn conference, Grenoble, France}, +url = {http://statlearn.sfds.asso.fr/statlearn15/} +} + +@inproceedings{Malo15, +author = {J. Malo}, +title = {Visual Illusions: Sometimes it is better not to see the truth!}, +year = {2015}, +address = {IAPR IbPRIA 2015, Santiago de Compostela, Spain} +} + +@inproceedings{Malo15b, +author = {J. Malo and E. Simoncelli.}, +title = {Geometrical and Statistical Properties of Vision Models obtained +via MAximum Differentation}, +year = {2015}, +address = {SPIE Human Vision and Electronic Imaging 15', San Francisco, USA} +} + +@inproceedings{CampsValls14esa, +author = {Camps-Valls, G.}, +title = {Hyperspectral image processing}, +year = {2014}, +address = {5th ESA Advanced Training Course on Land Remote Sensing. 8-12 September +2014, University of Valencia, Valencia, Spain}, +url = {http://www.esa.int/spaceinvideos/Videos/2014/12/LAND_TRAINING_COURSE_2014_HYPERSPECTRAL_LIDAR} +} + +@inproceedings{CampsValls14siu, +author = {Camps-Valls, G.}, +title = {Advances in Kernel Methods for Remote Sensing Image Processing}, +year = {2014}, +pdf = {http://isp.uv.es/slides/trabzon2014_gcamps.pdf}, +address = {Keynote speaker at the SIU conference, Trabzon, Turkey} +} + +@inproceedings{CampsValls14whisperstutorial, +author = {Camps-Valls, G.}, +title = {Kernel methods for hyperspectral image processing}, +year = {2014}, +address = {6th Workshop on Hyperspectral Image and Signal Processing: Evolution +in Remote Sensing. 24-27 June, 2014, Lausanne, Switzerland} +} + +@inproceedings{Malo14, +author = {J. Malo}, +title = {Computational Visual Neuroscience: New Perspectives from Statistical +Learning}, +year = {2014}, +address = {IEEE Intercon 14, Arequipa, Perú} +} + +@inproceedings{CampsValls13ima, +author = {Camps-Valls, G.}, +title = {Back to the 60s: Kernel Methods to Deep Neural Networks in Remote +Sensing Data Processing}, +year = {2013}, +address = {IMA Hot Topics Workshop - Imaging in Geospatial Applications, University +of Minnessota, USA}, +url = {https://www.ima.umn.edu/2013-2014/SW9.23-26.13/} +} + +@inproceedings{CampsValls13jena, +author = {Camps-Valls, G.}, +title = {Recent machine learning developments for remote sensing data processing}, +year = {2013}, +address = {MPI for Biogeochemistry, Jena, Germany}, +url = {https://www.bgc-jena.mpg.de/} +} + +@inproceedings{CampsValls13nobim, +author = {Camps-Valls, G.}, +title = {Advances in Kernel Image Processing}, +year = {2013}, +address = {Keynote speaker at the Conference on Image Processing and Pattern +Recognition, NOBIM. Oslo, Norway}, +url = {http://www.nobim.no/} +} + +@inproceedings{Laparra13, +author = {V. Laparra and J. Malo}, +title = {Phase in images: a summary of statistical facts}, +year = {2013}, +address = {Redwood Center for Theoretical Neuroscience, Berkeley Univ., USA} +} + +@inproceedings{Malo13, +author = {J. Malo and W. Kong and E. Simoncelli}, +title = {Fitting multi-layer models using MAximum Differentation (MAD)}, +year = {2013}, +address = {MIT Comp. Sci. Artif. Intell., Boston, USA} +} + +@inproceedings{CampsValls11cvc, +author = {Camps-Valls, G.}, +title = {Iterative Gaussianization Framework for Image Processing}, +year = {2012}, +address = {Computer Vision Center, Barcelona}, +url = {http://www.cvc.uab.es/?m=201101} +} + +@inproceedings{CampsValls12bourn, +author = {Camps-Valls, G.}, +title = {Extended Kernel Methods}, +year = {2012}, +address = {Computing and Informatics Seminars, Univ. Bournemouth, UK}, +url = {https://www1.bournemouth.ac.uk/} +} + +@inproceedings{CampsValls12cvc, +author = {Camps-Valls, G.}, +title = {Kernel Signal-To-Noise Ratio for Machine Learning}, +year = {2012}, +address = {Computer Vision Center, Barcelona}, +url = {http://www.cvc.uab.es/?p=406} +} + +@inproceedings{CampsValls12epfl, +author = {Camps-Valls, G.}, +title = {Statistical Learning in Earth Monitoring}, +year = {2012}, +address = {Environmental Engineering Series, EPFL, Lausanne, Switzerland}, +url = {http://memento.epfl.ch/event/statistical-learning-in-earth-monitoring/} +} + +@inproceedings{CampsValls12nice, +author = {Camps-Valls, G.}, +title = {Multivariate Gaussianization for data processing}, +year = {2012}, +address = {MAHI workshop. Univ. Nice Sophia-Antipolis, F. Laboratoire Joseph-Louis +Lagrange, Nice, France}, +url = {https://www-n.oca.eu/aferrari/MAHI/prog12.html} +} + +@inproceedings{CampsValls11spie, +author = {Camps-Valls, G.}, +title = {SVM for remote sensing image classification: tricks of the trade}, +year = {2011}, +address = {Keynote speaker at the SPIE Conf. on signal and image processing. +Prague, Czech Rep.}, +url = {http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=1269849} +} + +@inproceedings{CampsValls09grenoble, +author = {Camps-Valls, G.}, +title = {Iterative Gaussianization Framework}, +year = {2009}, +address = {GIPSA lab: Grenoble Inst. Tech (France)}, +url = {http://www.gipsa-lab.grenoble-inp.fr/animation/seminaires.php?id_sem=194} +} + +@inproceedings{CampsValls09tubingen, +author = {Camps-Valls, G.}, +title = {Natural Image Relations in Denoising}, +year = {2009}, +address = {MPI for Biological Cybernetics, Tübingen, Germany}, +url = {http://www.jmlr.org/papers/volume11/laparra10a/laparra10a.pdf} +} + +@inproceedings{CampsValls09tubingen2, +author = {Camps-Valls, G.}, +title = {Natural Image Relations in Kernel-based Image Denoising}, +year = {2009}, +address = {Max Planck Institute for Biological Cybernetics, Tübingen, Germany}, +url = {http://www.jmlr.org/papers/volume11/laparra10a/laparra10a.pdf} +} + +@inproceedings{CampsValls08unil, +author = {Camps-Valls, G.}, +title = {Kernel Classifiers in Remote Sensing}, +year = {2008}, +address = {University of Lausanne, Switzerland, 2008}, +url = {http://www.unil.ch/central/en/home.html} +} + +@inproceedings{Malo08, +author = {V. Laparra and J. Malo}, +title = {Color and Luminance Discrimination by Non-Linear PCA}, +year = {2008}, +address = {Computational Vision and Neuroscience symposium} +} + +@inproceedings{Malo08b, +author = {V. Laparra and J. Malo}, +title = {Masking-like Non-Linearities from Non-linear PCA}, +year = {2008}, +address = {GRC Conference: Sensory Coding and The Natural Environment} +} + +@inproceedings{CampsValls07itn, +author = {Camps-Valls, G.}, +title = {Kernel-based Data Fusion}, +year = {2007}, +address = {ITN network: HYPER-I-NET School on Hyperspectral Imaging. Cáceres, +Spain}, +url = {http://hyperinet.multimediacampus.it/images/Camps.pdf} +} + +@inproceedings{CampsValls06sbc, +author = {Camps-Valls, G.}, +title = {Kernel methods in Bioinformatics}, +year = {2006}, +address = {Stockholm Bioinformatics Center (SBC). Stockholm, Sweden}, +url = {https://www.sbc.su.se/seminars/sem2006.html} +} + +@inproceedings{CampsValls05mpi, +author = {Camps-Valls, G.}, +title = {Kernel Methods in Remote Sensing: Introduction, Applications and +Research Opportunities}, +year = {2005}, +address = {Max Planck Institute (Tübingen, Germany)} +} + +@inproceedings{Malo04, +author = {J. Malo and J. Gutiérrez and J. Rovira}, +title = {Perturbation Analysis of the Changes in V1 Receptive Fields due to +Context}, +year = {2004}, +address = {Gordon Research Conference: Sensory Coding and the Natural Environment. +Oxford, UK} +} + diff --git a/assets/bibfiles/theses.bib b/assets/bibfiles/theses.bib new file mode 100644 index 000000000..441b5ecc3 --- /dev/null +++ b/assets/bibfiles/theses.bib @@ -0,0 +1,603 @@ + + +@unpublished{Tarraga24thesis, + author = {Jose Maria Tarraga}, + title = {Causal inference in the human-biosphere coupled system}, + institution = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {M. Piles and G. Camps-Valls (advisors)} +} + +@unpublished{Kondylatos24thesis, + author = {Spyros Kondylatos}, + title = {Bayesian Neural Networks in EO}, + institution = {NOA, Athens and Universitat de València, Spain}, + year = {TBD 2024}, + note = {I. Papotsis and G. Camps-Valls (advisors)} +} + +@unpublished{Prapas24thesis, + author = {Ioannis Prapas}, + title = {Deep Learning for Fire Danger Forecasting using Earth Observation Data}, + institution = {NOA, Athens and Universitat de València, Spain}, + year = {TBD 2024}, + note = {I. Papotsis and G. Camps-Valls (advisors)} +} + +@unpublished{Radin24thesis, + author = {Cristina Radin}, + title = {Machine learning for sea level variability forecasting and impact assessment}, + institution = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {V. Nieves and G. Camps-Valls (advisors)} +} + +@unpublished{Laura24thesis, + author = {Laura Martinez}, + title = {High resolution Products for better quantifying the terrestrial biosphere}, + institution = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {A. Moreno and G. Camps-Valls (advisors)} +} + +@unpublished{Jessenia24thesis, + author = {Jessenia Gonzalez Villarreal}, + title = {Detection of aerosol-cloud interactions in observations space}, + institution = {University of Leipzig, Germany and Universitat de València, Spain}, + year = {TBD 2024}, + note = {Johannes Quaas and G. Camps-Valls (advisors)} +} + +@unpublished{Paolo24thesis, + author = {Paolo Pelucchi}, + title = {Physics-aware and explainable ML for dust and cloud properties retrieval}, + institution = {Universitat de València, Spain and University of Oxford, UK}, + year = {TBD 2024}, + note = {G. Camps-Valls and Philip Stier (advisors)} +} + +@unpublished{JM24thesis, + author = {Jose M Tárraga}, + title = {Causal inference in the human-biosphere coupled system}, + institution = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {M. Piles and G. Camps-Valls (advisors)} +} + +@unpublished{Tristan24thesis, + author = {Tristan Williams}, + title = {Persistence in European Vegetation}, + institution = {University of Leipzig, Germany and Universitat de València, Spain}, + year = {TBD 2024}, + note = {G. Camps-Valls, A. Moreno and M. Mahecha (advisors)} +} + +@unpublished{Franziska24thesis, + author = {Franziska Muller}, + title = {Forest disturbance classification using deep learning approaches}, + institution = {Max Planck Institute, Jena, Germany and Universitat de València, Spain}, + year = {TBD 2024}, + note = {A. Bastos, A. Moreno and G. Camps-Valls (advisors)} +} + +@unpublished{Cohrs24thesis, + author = {Kai-Hendrik Cohrs}, + title = {Characterization of hybrid machine learning}, + institution = {Universitat de València, Spain and Max Planck Institute for Biogeochemistry, Jena, Germany}, + year = {TBD 2024}, + note = {G. Camps-Valls and M. Reichstein (advisors)} +} + +@unpublished{Cortes24thesis, + author = {Jordi Cortes}, + title = {Machine learning for detection and attribution of climate extremes}, + institution = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {M. A. Fernandez-Torres and G. Camps-Valls (advisors)} +} + +@unpublished{Gonzalez24thesis, + author = {Maria Gonzalez}, + title = {Anomaly and extreme event detection with attention networks}, + institution = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {M. A. Fernandez-Torres and G. Camps-Valls (advisors)} +} + + +@unpublished{Mengxue24thesis, + author = {Mengxue Zhang}, + title = {Physics-Aware Deep Learning Models for Drought Monitor and Prediction Based on Multi-Source Observational Data}, + institution = {Universitat de València, Spain and Hohai University, China}, + year = {TBD 2024}, + note = {G. Camps-Valls and (advisors)} +} + + +@PHDTHESIS{Dan24thesis, + author = {Dan López Puigdollers}, + title = {Change detection machine learning algorithms for cloud masking of remote sensing image time series}, + school = {Universitat de València, Spain}, + year = {TBD 2024}, + note = {L. Gómez-Chova (advisor)} +} + +@PHDTHESIS{MateoGarcia23thesis, + author = {Gonzalo Mateo García}, + title = {Transfer Learning of Deep Learning Models for Cloud Masking in Optical Satellite Images}, + school = {Universitat de València, Spain}, + year = {2023}, + note = {L. Gómez-Chova (advisor)} +} + +@PHDTHESIS{Fernando20MSCTHesis, +author = {Fernando L. Rodríguez Brizuela} , +title = {Estimación de parámetros biofísicos de cultivos de arroz mediante procesos gaussianos utilizando imágenes de radar de apertura sintética}, +school = {Master in Remote Sensing, Universitat de València, Spain}, +year = 2020, +address = {Universitat de València, Spain}, +month = {September}, +note = {Juan Manuel López Sánchez; Gustau Camps-Valls (advisors)} +} + +@PHDTHESIS{JoseMaria20MSCThesis, +author = {José María Tárraga} , +title = {Estudio del impacto del clima en las migraciones humanas mediante aprendizaje estadístico}, +school = {Master in Remote Sensing, Universitat de València, Spain}, +year = 2020, +address = {Universitat de València, Spain}, +month = {September}, +note = {Gustau Camps-Valls; Maria Piles (advisors)} +} + +@PHDTHESIS{JuanPalao20MSCThesis, +author = {Juan Palao Barceló} , +title = {Detección de perturbaciones en la cubierta terrestre vegetal mediante análisis y segmentación espectro-temporal}, +school = {Master in Remote Sensing, Universitat de València, Spain}, +year = 2020, +address = {Universitat de València, Spain}, +month = {September}, +note = {Álvaro Moreno Martínez; Gustau Camps-Valls;(advisors)} +} + +@PHDTHESIS{MiguelMorata20MSCThesis, +author = {Miguel Morata Dolz} , +title = {Evaluación del impacto del clima sobre la vegetación mediante causalidad de Granger no lineal}, +school = {Master in Remote Sensing, Universitat de València, Spain}, +year = 2020, +address = {Universitat de València, Spain}, +month = {September}, +note = {Gustau Camps-Valls;(advisor)} +} + +@PHDTHESIS{Cristina20MSCThesis, +author = {Cristina Radin} , +title = {Decadal,regional sea level assessment using advanced statistical techniques}, +school = {Master in Remote Sensing, Universitat de València, Spain}, +year = 2020, +address = {Universitat de València, Spain}, +month = {September}, +note = {Verónica Nieves; Gustau Camps-Valls;(advisors)} +} + +@PHDTHESIS{Svendsen20, + author = {Daniel Svendsen}, + title = {Integrating Physics Modelling with Machine Learning for Remote Sensing}, +school = {PhD Universitat de València, Spain}, + year = {2020}, + address = {Universitat de València, Spain}, + note = {Gustau Camps-Valls and Luca Martino (advisors)} +} + +@PHDTHESIS{Campos-Taberner17, +author = {Manuel Campos-Taberner} , +title = {Development of an earth observation processing chain for crop biophysical parameters at local and global scale}, +school = {PhD in Remote Sensing, Universitat de València, Spain}, +year = 2017, +address = {Universitat de València, Spain}, +month = {September}, +note = {F.J- García-Haro and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Johnson21, + author = {Emmanuel J. Johnson}, + title = {Estimating Information in Earth System Data with Machine Learning}, + school = {Universitat de València, Spain}, + year = {2021}, + address = {Universitat de València, Spain}, + note = {Gustau Camps-Valls and Valero Laparra (advisors)} +} + +@PHDTHESIS{DiazPorras23, + author = {Emiliano Diaz}, + title = {Towards Causal Discovery for Earth System Sciences}, + school = {Universitat de València, Spain}, + year = {2023}, + address = {Universitat de València, Spain}, + note = {Gherardo Varando and Gustau Camps-Valls (advisors)} +} + + +@PHDTHESIS{Mateo24, + author = {Anna Mateo}, + title = {Advances in machine learning for remote sensing crop yield predction}, + school = {Universitat de València, Spain}, + year = {2024}, + address = {Universitat de València, Spain}, + note = {Maria Piles, Jordi Muñoz-Marí, Gustau Camps-Valls (advisors)} +} + + +@PHDTHESIS{Martinez19, + author = {Laura Martínez Ferrer}, + title = {Estimación de la producción de cultivos a través de la fusión de MODIS y SMAP mediante algoritmos de +regresión}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2019}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls and M. Piles (advisors)} +} + + +@PHDTHESIS{Kraemer20, + author = {Guido Kraemer}, + title = {Changes in the coupled Biosphere-Human System}, + school = {PhD Universitat de València, Spain}, + year = {2020}, + address = {Universitat de València, Spain}, + note = {Miguel Mahecha, Markus Reichstein, Gustau Camps-Valls (advisors)} +} + + + +%%%%% + + +@PHDTHESIS{Chaparro18thesis, + author = {David Chaparro}, + title = {Applications of L-band missions for environmental research}, + school = {Universitat Politècnica de Catalunya, Spain}, + year = {2018}, + address = {Universitat Politècnica de Catalunya, Spain}, + note = {M. Piles and M. Vall-llossera (advisors)} +} + +@PHDTHESIS{Pablos16thesis, + author = {Miriam Pablos}, + title = {Earth remote sensing with SMOS,Aquarius and SMAP missions}, + school = {Universitat Politècnica de Catalunya, Spain}, + year = {2016}, + address = {Universitat Politècnica de Catalunya, Spain}, + note = {M. Piles and M. Vall-llossera (advisors)} +} + +@PHDTHESIS{Bueso17, + author = {Diego Bueso Acevedo}, + title = {Estudio del impacto de El Niño Godzilla en la humedad del suelo global}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2017}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls and M. Piles (advisors)} +} + +@PHDTHESIS{Almendra18, + author = {Laura Almendra Martin}, + title = {Análisis del impacto de ENSO y NAO en variables climáticas esenciales y en la ocurrencia de eventos extremos}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2018}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls and M. Piles (advisors)} +} + +@PHDTHESIS{Montes17, + author = {Sergio Montes Fernández}, + title = {Identificación mineral mediante sensores multiespectrales e hiperespectrales}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2017}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} +@PHDTHESIS{Llorens17, + author = {Rafael Llorens Company}, + title = {Relación entre la humedad del suelo y el riesgo de incendios en el continente europeo}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2017}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls and M. Piles (advisors)} +} + +@PHDTHESIS{Borras16, + author = {Judit Borràs Hernandis}, + title = {Clasificación de suelos a partir de imágenes {Sentinel-2}}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2016}, + address = {Universitat de València, Spain}, + note = {J. Delegido and G. Camps-Valls (advisor)} +} +@PHDTHESIS{Descals16, + author = {Adrià Descals Ferrando}, + title = {Parameter estimation by hyperspectral and LiDAR data fusion}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2016}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{ChireChira14, + author = {J. R. Chire Chira}, + title = {Detección de cambios multi-sensor ante un evento sísmico}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2014}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Izquierdo14thesis, + author = {Emma Izquierdo Verdiguier}, + title = {Kernel feature extraction methods for remote sensing data analysis}, + school = {Universitat de València, Spain}, + year = {2014}, + note = {L. Gómez-Chova and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Campos-Taberner13, +author = {Manuel Campos-Taberner} , +title = {Evaluación de Procesos Gaussianos en la estimación de parámetros biofísicos}, +school = {Master in Remote Sensing, Universitat de València, Spain}, +year = 2013, +address = {Universitat de València, Spain}, +month = {September}, +note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Amoros12thesis, + author = {Emma Izquierdo Verdiguier}, + title = {Multi-resolution Spatial Unmixing for MERIS and Landsat Image Fusion}, + school = {Universitat de València, Spain}, + year = {2012}, + note = {L. Gómez-Chova and J. Calpe-Maravilla (advisors)} +} + +@PHDTHESIS{Laparra11thesis, + author = {Valero Laparra}, + title = {Learning efficient image representations: Conections between statistics + and neuroscience}, + school = {Universitat de València, Spain}, + year = {2013}, + address = {Universitat de València, Spain}, + note = {J. Malo and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Ramos13, + author = {Saúl Ramos Peredo}, + title = {Spectral Unmixing Techniques for Mineral Mapping with Hyperspectral + Imagery}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2013}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Moya12, + author = {Alfonso Moya Fuero}, + title = {Detección automática de nuevas construcciones a partir de ortofotos + del Instituto Cartográfico Valenciano}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2012}, + address = {Universitat de València, Spain}, + note = {J. García-Haro and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Izquierdo11, + author = {Emma Izquierdo Verdiguier}, + title = {Detección automática de plantaciones de árboles de cultivo en imágenes + de muy alta resolución}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2011}, + address = {Universitat de València, Spain}, + note = {L. Gómez Chova and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Jimenez11, + author = {Sandra Jiménez}, + title = {The statistics of remote sensing images}, + school = {Master in Computer Science and Mathematics, Universitat de València, + Spain}, + year = {2011}, + address = {Universitat de València, Spain}, + note = {J. Malo (advisor)} +} + +@PHDTHESIS{Rodrigo12, + author = {Antonio Rodrigo González}, + title = {Estimación de parámetros atmosféricos mediante métodos núcleo}, + school = {Master in Electrical Engineering, Universitat de València, Spain}, + year = {2011}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Talens11, + author = {Joan Vicent Talens Noguera}, + title = {Nova mètrica de similitud per a l'avaluació de productes de multiresolució + d'imatges}, + school = {Master in Remote Sensing, Universitat de València, Spain}, + year = {2011}, + address = {Universitat de València, Spain}, + note = {J. Moreno and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Capobianco09thesis, + author = {Luca Capobianco}, + title = {Advances in Hyperspectral Kernel screening algorithm Target Detection}, + school = {Universita degli Studi di Siena, Italy}, + year = {2009}, + address = {Universita degli Studi di Siena, Italy}, + note = {A. Garzelli and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{GomezSanchis09thesis, + author = {Juan Gómez Sanchis}, + title = {Desarrollo de técnicas avanzadas para la detección de defectos superficiales + peligrosos en cítricos basadas en imágenes hiperespectrales}, + school = {Universitat de València, Spain}, + year = {2009}, + address = {Universitat de València, Spain}, + note = {J. Blasco Ivars and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{GomezChova08thesis, + author = {Luis Gómez Chova}, + title = {Cloud screening algorithm for MERIS and CHRIS satellite sensors}, + school = {Universitat de València, Spain}, + year = {2008}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls and J. Calpe (advisors)} +} + +@PHDTHESIS{Bolanos06, + author = {Gustavo Bolaños Merario}, + title = {Interfaz de MATLAB para la extracción de características y clasificación + de imágenes}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2006}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Campayo06, + author = {David Campayo Villalta}, + title = {Análisis de splines autorregresivos multivariantes en teledetección}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2006}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Gomez06, + author = {Juan Gómez Sanchis}, + title = {Desarrollo de técnicas de análisis de imágenes hiperespectrales. + Aplicación a un sistema de identificación de podredumbres en cítricos + basado en filtros sintonizables de cristal líquido}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2006}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Laparra06, + author = {Valero Laparra Pérez-Muelas}, + title = {Compresión de imágenes mediante SVM adaptativa perceptual en el dominio + wavelet}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2006}, + address = {Universitat de València, Spain}, + note = {J. Malo and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Laparra08, + author = {Valero Laparra Pérez-Muelas}, + title = {Eliminación de ruido en imágenes mediante kernels basados en información + mútua en el dominio wavelet}, + school = {Computer Science Dep and Electrical Engineering Dep., Universitat + de València, Spain}, + year = {2006}, + address = {Universitat de València, Spain}, + note = {J. Malo and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Rodrigo06, + author = {Antonio Rodrigo González}, + title = {Clasificación supervisada de imágenes hiperespectrales mediante máquinas + de vectores soporte y AdaBoosting}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2006}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Gutierrez05, + author = {Juan Gutiérrez}, + title = {Contrast perception non-linearities and applications to image restoration + and motion estimation}, + school = {Master in Computer Science, Universitat de València, Spain}, + year = {2005}, + address = {Universitat de València, Spain}, + note = {J. Malo and F. Ferri (advisors)} +} + +@PHDTHESIS{Navarro05, + author = {Yolanda Navarro}, + title = {Non-linear masking models for color image coding in the JPEG2000 + framework}, + school = {Master in Physics, Universitat de València, Spain}, + year = {2005}, + address = {Universitat de València, Spain}, + note = {J. Malo and F. Ferri (advisors)} +} + +@PHDTHESIS{Bandos04, + author = {Tatyana V. Bandos}, + title = {Effective early stopping in support vector machines procedures using + statistical criteria}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2004}, + address = {Universitat de València, Spain}, + note = {E. Soria and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Girbes03, + author = {Jaime Girbés Candel}, + title = {Igualación robusta de canales de comunicaciones mediante filtros + gamma y Laguerre}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2003}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{GomezPerez04, + author = {Gabriel Gómez Pérez}, + title = {Compresión de imágenes mediante SVM adaptativa perceptual}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2003}, + address = {Universitat de València, Spain}, + note = {J. Malo and G. Camps-Valls (advisors)} +} + +@PHDTHESIS{Epifanio02, + author = {Irene Epifanio}, + title = {Texture description: applications to image coding and classification}, + school = {Physics and Maths Departments, Universitat de València, Spain}, + year = {2002}, + address = {Universitat de València, Spain}, + note = {J. Malo and G. Ayala (advisors)} +} + +@PHDTHESIS{Saez01, + author = {Sergio Sáez}, + title = {Desarrollo de modelos neuronales FIR en problemas de predicción en + farmacocinética clínica}, + school = {Electrical Engineering Dep., Universitat de València, Spain}, + year = {2001}, + address = {Universitat de València, Spain}, + note = {G. Camps-Valls (advisor)} +} + +@PHDTHESIS{Malo99, + author = {J. Malo}, + title = {Bit allocation in the human visual system, applications to image + and video coding}, + school = {PhD Physics, Universitat de València, Spain}, + year = {1999}, + address = {Universitat de València, Spain} +} + +@PHDTHESIS{Malo95, + author = {J. Malo}, + title = {Linear characterization of the human visual system in the Gabor domain}, + school = {Msc Physics, Universitat de València, Spain}, + year = {1995}, + address = {Universitat de València, Spain} +} + diff --git a/content/people/_index.md b/content/people/_index.md index d293eb09d..d7a6ac4f1 100644 --- a/content/people/_index.md +++ b/content/people/_index.md @@ -1,3 +1,3 @@ --- -title: people +title: People --- diff --git a/content/publications/_index.md b/content/publications/_index.md new file mode 100644 index 000000000..f7eade9b9 --- /dev/null +++ b/content/publications/_index.md @@ -0,0 +1,10 @@ +--- +title: Publications +params: + bibfiles: + - "bibfiles/books.bib" + - "bibfiles/conferences.bib" + - "bibfiles/journal.bib" + - "bibfiles/talks.bib" + - "bibfiles/theses.bib" +--- diff --git a/content/publications/books.md b/content/publications/books.md new file mode 100644 index 000000000..8c8d3fd58 --- /dev/null +++ b/content/publications/books.md @@ -0,0 +1,6 @@ +--- +title: "Publications - books" +params: + bibfiles: + - "bibfiles/books.bib" +--- diff --git a/content/publications/books/_index.md b/content/publications/books/_index.md deleted file mode 100644 index f1ec6510c..000000000 --- a/content/publications/books/_index.md +++ /dev/null @@ -1,4 +0,0 @@ ---- -title: "Publications - books" -type: publications/books ---- \ No newline at end of file diff --git a/content/publications/conferences.md b/content/publications/conferences.md new file mode 100644 index 000000000..7b7a27c85 --- /dev/null +++ b/content/publications/conferences.md @@ -0,0 +1,6 @@ +--- +title: "Publications - conferences" +params: + bibfiles: + - "bibfiles/conferences.bib" +--- diff --git a/content/publications/conferences/_index.md b/content/publications/conferences/_index.md deleted file mode 100644 index b8ac58cfc..000000000 --- a/content/publications/conferences/_index.md +++ /dev/null @@ -1,4 +0,0 @@ ---- -title: "Publications - conferences" -type: publications/conferences ---- diff --git a/content/publications/journals.md b/content/publications/journals.md new file mode 100644 index 000000000..6c1a76883 --- /dev/null +++ b/content/publications/journals.md @@ -0,0 +1,6 @@ +--- +title: "Publications - Journal" +params: + bibfiles: + - "bibfiles/journal.bib" +--- diff --git a/content/publications/journals/_index.md b/content/publications/journals/_index.md deleted file mode 100644 index 978fab1c4..000000000 --- a/content/publications/journals/_index.md +++ /dev/null @@ -1,4 +0,0 @@ ---- -title: "Publications - Journal" -type: publications/journals ---- \ No newline at end of file diff --git a/content/publications/talks.md b/content/publications/talks.md new file mode 100644 index 000000000..1e2c464d9 --- /dev/null +++ b/content/publications/talks.md @@ -0,0 +1,6 @@ +--- +title: "Publications - talks" +params: + bibfiles: + - "bibfiles/talks.bib" +--- diff --git a/content/publications/talks/_index.md b/content/publications/talks/_index.md deleted file mode 100644 index 7fa124dc7..000000000 --- a/content/publications/talks/_index.md +++ /dev/null @@ -1,4 +0,0 @@ ---- -title: "Publications - talks" -type: publications/talks ---- \ No newline at end of file diff --git a/content/publications/technical_reports/_index.md b/content/publications/technical_reports/_index.md deleted file mode 100644 index 5cadac62b..000000000 --- a/content/publications/technical_reports/_index.md +++ /dev/null @@ -1,4 +0,0 @@ ---- -title: "Publications - technical reports" -type: publications/technical_reports ---- \ No newline at end of file diff --git a/content/publications/theses.md b/content/publications/theses.md new file mode 100644 index 000000000..4586aa634 --- /dev/null +++ b/content/publications/theses.md @@ -0,0 +1,6 @@ +--- +title: "Publications - theses" +params: + bibfiles: + - "bibfiles/theses.bib" +--- diff --git a/content/publications/theses/_index.md b/content/publications/theses/_index.md deleted file mode 100644 index ad85a5d92..000000000 --- a/content/publications/theses/_index.md +++ /dev/null @@ -1,4 +0,0 @@ ---- -title: "Publications - theses" -type: publications/theses ---- \ No newline at end of file diff --git a/hugo.toml b/hugo.toml index 86d40fcaa..0f1796301 100644 --- a/hugo.toml +++ b/hugo.toml @@ -70,7 +70,7 @@ theme = "isp_uv" [[menu.main]] name = "Publications" - url = "/publications/journals" + url = "/publications/" weight = 6 [[menu.main]] parent = "Publications" diff --git a/static/style/style.css b/static/style/style.css index c4edd6b78..675bea56c 100644 --- a/static/style/style.css +++ b/static/style/style.css @@ -443,3 +443,24 @@ a.list-group-item, button.list-group-item { border: 1px solid #ddd; } + + +div.bibtexout { + background: #f4f4f4; + border: 1px solid #ddd; + border-left: 3px solid #268BD2; + color: #666; + page-break-inside: avoid; + font-family: monospace; + line-height: 1.6; + margin-bottom: 1.6em; + max-width: 100%; + overflow: auto; + padding: 1em 1.5em; + display: block; + word-wrap: break-word; +} + +div.bibtexout.closed { + display: none; +} diff --git a/themes/isp_uv/layouts/partials/biblio.html b/themes/isp_uv/layouts/partials/biblio.html new file mode 100644 index 000000000..c2fab1633 --- /dev/null +++ b/themes/isp_uv/layouts/partials/biblio.html @@ -0,0 +1,148 @@ + + +{{ range .bibfiles }} + +{{ end }} + +
+
+
+

preprint

+
+
+
+
+
+

journal papers

+
+
+
+
+
+

conference and workshop papers

+
+
+
+
+
+

books

+
+
+
+
+
+

other publications

+
+
+
+
+
+
+ +{{ if .search }} + + + + +{{ end }} + +
+ + + + diff --git a/themes/isp_uv/layouts/publications/books/list.html b/themes/isp_uv/layouts/publications/books/list.html deleted file mode 100644 index 6cf778ff0..000000000 --- a/themes/isp_uv/layouts/publications/books/list.html +++ /dev/null @@ -1,121 +0,0 @@ -{{ define "main" }} - - - -
-

Books and book chapters

-
- - - -
    -
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    - -
    -
    -
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- -
- -
- - - - - - - -{{ end }} \ No newline at end of file diff --git a/themes/isp_uv/layouts/publications/conferences/list.html b/themes/isp_uv/layouts/publications/conferences/list.html deleted file mode 100644 index 243aad564..000000000 --- a/themes/isp_uv/layouts/publications/conferences/list.html +++ /dev/null @@ -1,121 +0,0 @@ -{{ define "main" }} - - - -
-

Conference papers

-
- - - -
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    - -
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    -
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- -
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- - - - - - - -{{ end }} \ No newline at end of file diff --git a/themes/isp_uv/layouts/publications/journals/list.html b/themes/isp_uv/layouts/publications/journals/list.html deleted file mode 100644 index 2b4ec69ce..000000000 --- a/themes/isp_uv/layouts/publications/journals/list.html +++ /dev/null @@ -1,121 +0,0 @@ -{{ define "main" }} - - - - -
-

Journal papers

-
- - -
    -
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    -
    - -
    -
    -
    -
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- -
- -
- - - - - - -{{ end }} \ No newline at end of file diff --git a/themes/isp_uv/layouts/publications/list.html b/themes/isp_uv/layouts/publications/list.html new file mode 100644 index 000000000..ba3737c1f --- /dev/null +++ b/themes/isp_uv/layouts/publications/list.html @@ -0,0 +1,14 @@ +{{ define "main" }} + +{{ $bibfiles := slice }} +{{ range .Params.bibfiles }} + {{ with resources.Get . }} + {{ $bibfiles = $bibfiles | append .RelPermalink }} + {{ end }} +{{ end }} + + +{{ $input := dict "bibfiles" $bibfiles "search" true }} +{{ partial "biblio.html" $input }} + +{{ end }} diff --git a/themes/isp_uv/layouts/publications/single.html b/themes/isp_uv/layouts/publications/single.html new file mode 100644 index 000000000..ba3737c1f --- /dev/null +++ b/themes/isp_uv/layouts/publications/single.html @@ -0,0 +1,14 @@ +{{ define "main" }} + +{{ $bibfiles := slice }} +{{ range .Params.bibfiles }} + {{ with resources.Get . }} + {{ $bibfiles = $bibfiles | append .RelPermalink }} + {{ end }} +{{ end }} + + +{{ $input := dict "bibfiles" $bibfiles "search" true }} +{{ partial "biblio.html" $input }} + +{{ end }} diff --git a/themes/isp_uv/layouts/publications/talks/list.html b/themes/isp_uv/layouts/publications/talks/list.html deleted file mode 100644 index 68d58e948..000000000 --- a/themes/isp_uv/layouts/publications/talks/list.html +++ /dev/null @@ -1,121 +0,0 @@ -{{ define "main" }} - - - -
-

Invited talks

-
- - - -
    -
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- - - - - - - -{{ end }} \ No newline at end of file diff --git a/themes/isp_uv/layouts/publications/technical_reports/list.html b/themes/isp_uv/layouts/publications/technical_reports/list.html deleted file mode 100644 index 72103084e..000000000 --- a/themes/isp_uv/layouts/publications/technical_reports/list.html +++ /dev/null @@ -1,5 +0,0 @@ -{{ define "main" }} -
-

Technical reports

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-{{ end }} \ No newline at end of file diff --git a/themes/isp_uv/layouts/publications/theses/list.html b/themes/isp_uv/layouts/publications/theses/list.html deleted file mode 100644 index fabf55190..000000000 --- a/themes/isp_uv/layouts/publications/theses/list.html +++ /dev/null @@ -1,121 +0,0 @@ -{{ define "main" }} - - - -
-

Msc and PhD Theses

-
- - - -
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- -
- -
- - - - - - - -{{ end }} \ No newline at end of file