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title={Efficient detection of motion patterns in spatio-temporal data sets},
author={Gudmundsson, Joachim and van Kreveld, Marc and Speckmann, Bettina},
booktitle={GIS'04}
}
@inproceedings{zheng2013gathering,
title={On discovery of gathering patterns from trajectories},
author={Zheng, Kai and Zheng, Yu and Yuan, Nicholas Jing and Shang, Shuo},
booktitle={ICDE'13}
}
@inproceedings{aung2010evolvingconvoy,
title={Discovery of evolving convoys},
author={Aung, Htoo Htet and Tan, Kian-Lee},
booktitle={Scientific and Statistical Database Management},
pages={196--213},
year={2010},
organization={Springer}
}
@article{li2015platoon,
title={Efficient mining of platoon patterns in trajectory databases},
author={Li, Yuxuan and Bailey, James and Kulik, Lars},
journal={Data and Knowledge Engineering},
year={2015},
publisher={Elsevier}
}
@article{jeung2008convoy,
title={Discovery of convoys in trajectory databases},
author={Jeung, Hoyoung and Yiu, Man Lung and Zhou, Xiaofang and Jensen, Christian S and Shen, Heng Tao},
journal={VLDB'08}
}
@article{li2010swarm,
title={Swarm: Mining relaxed temporal moving object clusters},
author={Li, Zhenhui and Ding, Bolin and Han, Jiawei and Kays, Roland},
journal={VLDB'10},
}
@incollection{kalnis2005movingclusters,
title={On discovering moving clusters in spatio-temporal data},
author={Kalnis, Panos and Mamoulis, Nikos and Bakiras, Spiridon},
booktitle={SSTD'05},
}
@inproceedings{lee2007partitionandgroup,
title={Trajectory clustering: a partition-and-group framework},
author={Lee, Jae-Gil and Han, Jiawei and Whang, Kyu-Young},
booktitle={SIGMOD'07}
}
@inproceedings{li2004clusteringmovingobjects,
title={Clustering moving objects},
author={Li, Yifan and Han, Jiawei and Yang, Jiong},
booktitle={SIGKDD'04}
}
@inproceedings{tang2012onlineconvoy,
title={On discovery of traveling companions from streaming trajectories},
author={Tang, Lu-An and Zheng, Yu and Yuan, Jing and Han, Jiawei and Leung, Alice and Hung, Chih-Chieh and Peng, Wen-Chih},
booktitle={ICDE'12}
}
@inproceedings{vieira2009onlineflock,
title={On-line discovery of flock patterns in spatio-temporal data},
author={Vieira, Marcos R and Bakalov, Petko and Tsotras, Vassilis J},
booktitle={ACM SIGSPATIAL'09}
}
@inproceedings{jinno2012paralleltpattern,
title={Parallel distributed trajectory pattern mining using MapReduce},
author={Jinno, Ryota and Seki, Katsuyuki and Uehara, Kazuhiro},
booktitle={CloudCom'12}
}
@inproceedings{li2010periodicpattern,
title={Mining periodic behaviors for moving objects},
author={Li, Zhenhui and Ding, Bolin and Han, Jiawei and Kays, Roland and Nye, Peter},
booktitle={SIGKDD'10}
}
@inproceedings{gudmundsson2006flock,
title={Computing longest duration flocks in trajectory data},
author={Gudmundsson, Joachim and van Kreveld, Marc},
booktitle={GIS'06}
}
@article{wang2006grouppattern,
title={Efficient mining of group patterns from user movement data},
author={Wang, Yida and Lim, Ee-Peng and Hwang, San-Yih},
journal={Data and Knowledge Engineering},
year={2006}
}
@inproceedings{he2011mrdbscan,
title={Mr-dbscan: An efficient parallel density-based clustering algorithm using mapreduce},
author={He, Yaobin and Tan, Haoyu and Luo, Wuman and Mao, Huajian and Ma, Di and Feng, Shengzhong and Fan, Jianping},
booktitle={ICPADS'11},
}
@book{benkert2006meet,
title={Reporting flock patterns},
author={Benkert, Marc and Gudmundsson, Joachim and H{\"u}bner, Florian and Wolle, Thomas},
year={2006},
publisher={Springer}
}
@inproceedings{andersson2007leadership,
title={Reporting leadership patterns among trajectories},
author={Andersson, Mattias and Gudmundsson, Joachim and Laube, Patrick and Wolle, Thomas},
booktitle={SAC'07}
}
@inproceedings{giannotti2007survey,
title={Trajectory pattern mining},
author={Giannotti, Fosca and Nanni, Mirco and Pinelli, Fabio and Pedreschi, Dino},
booktitle={SIGKDD'07}
}
@article{birant2007st,
title={ST-DBSCAN: An algorithm for clustering spatial--temporal data},
author={Birant, Derya and Kut, Alp},
journal={Data and Knowledge Engineering},
year={2007}
}
@article{douglas1973linesimplification,
title={Algorithms for the reduction of the number of points required to represent a digitized line or its caricature},
author={Douglas, David H and Peucker, Thomas K},
journal={Cartographica, 1973}
}
@phdthesis{li2013managing,
title={Managing moving objects and their trajectories},
author={Li, Xiaohui},
year={2013},
school={National University of Singapore}
}
@article{li2013onlinegroup,
title={Effective online group discovery in trajectory databases},
author={Li, Xiaohui and Ceikute, Vaida and Jensen, Christian S and Tan, Kian-Lee},
journal={TKDE 2013}
}
@inproceedings{gidofalvi2007cab,
title={Cab-sharing: An effective, door-to-door, on-demand transportation service},
author={Gidofalvi, Gy{\"o}z{\"o} and Pedersen, Torben Bach},
booktitle={ECITSS'07}
}
@inproceedings{wang2014travel,
title={Travel time estimation of a path using sparse trajectories},
author={Wang, Yilun and Zheng, Yu and Xue, Yexiang},
booktitle={SIGKDD'14}
}
@article{yuan2013tdrive,
title={T-drive: enhancing driving directions with taxi drivers' intelligence},
author={Yuan, Jing and Zheng, Yu and Xie, Xing and Sun, Guangzhong},
journal={TKDE 2013}
}
@inproceedings{zheng2011urban,
title={Urban computing with taxicabs},
author={Zheng, Yu and Liu, Yanchi and Yuan, Jing and Xie, Xing},
booktitle={UbiComp 2011)}
}
@article{bao2013survey,
title={A survey on recommendations in locationbased social networks},
author={Bao, Jie and Zheng, Yu and Wilkie, David and Mokbel, Mohamed F},
journal={Geoinformatica},
year={2013}
}
@inproceedings{li2010miningperiodic,
title={Mining periodic behaviors for moving objects},
author={Li, Zhenhui and Ding, Bolin and Han, Jiawei and Kays, Roland and Nye, Peter},
booktitle={SIGKDD'10}
}
@article{zheng2015survey,
title={Trajectory data mining: an overview},
author={Zheng, Yu},
journal={TIST'15}
}
@incollection{laube2005finding,
title={Finding REMO—detecting relative motion patterns in geospatial lifelines},
author={Laube, Patrick and van Kreveld, Marc and Imfeld, Stephan},
booktitle={Developments in spatial data handling},
year={2005}
}
@article{dean2008mapreduce,
title={MapReduce: simplified data processing on large clusters},
author={Dean, Jeffrey and Ghemawat, Sanjay},
journal={Communications of the ACM},
year={2008}
}
@inproceedings{kwon2012skewtune,
title={Skewtune: mitigating skew in mapreduce applications},
author={Kwon, YongChul and Balazinska, Magdalena and Howe, Bill and Rolia, Jerome},
booktitle={SIGMOD'12},
year={2012},
organization={ACM}
}
%@inproceedings{coppa2015data,
% title={On data skewness, stragglers, and MapReduce progress indicators},
% author={Coppa, Emilio and Finocchi, Irene},
% booktitle={ASCC'15}
%}
@inproceedings{zaharia2012resilient,
title={Resilient distributed datasets: A fault-tolerant abstraction for in-memory cluster computing},
author={Zaharia, Matei and Chowdhury, Mosharaf and Das, Tathagata and Dave, Ankur and Ma, Justin and McCauley, Murphy and Franklin, Michael J and Shenker, Scott and Stoica, Ion},
booktitle={USENIX'12}
}
@inproceedings{pei2000closet,
title={CLOSET: An Efficient Algorithm for Mining Frequent Closed Itemsets.},
author={Pei, Jian and Han, Jiawei and Mao, Runying and others},
booktitle={DMKD'00}
}
@inproceedings{wang2003closet+,
title={Closet+: Searching for the best strategies for mining frequent closed itemsets},
author={Wang, Jianyong and Han, Jiawei and Pei, Jian},
booktitle={SIGKDD'03}
}
@inproceedings{ester1996density,
title={A density-based algorithm for discovering clusters in large spatial databases with noise.},
author={Ester, Martin and Kriegel, Hans-Peter and Sander, J{\"o}rg and Xu, Xiaowei and others},
booktitle={SIGKDD'96}
}
@inproceedings{aung2010discovery,
title={Discovery of evolving convoys},
author={Aung, Htoo Htet and Tan, Kian-Lee},
booktitle={SSDM'10}
}
@inproceedings{srikant1996mining,
title={Mining sequential patterns: Generalizations and performance improvements},
author={Srikant, Ramakrishnan and Agrawal, Rakesh},
booktitle={EDBT'96}
}
@article{mooney2013sequential,
title={Sequential pattern mining--approaches and algorithms},
author={Mooney, Carl H and Roddick, John F},
journal={ACM Computing Surveys (CSUR)},
year={2013}
}
@inproceedings{miliaraki2013mind,
title={Mind the gap: Large-scale frequent sequence mining},
author={Miliaraki, Iris and Berberich, Klaus and Gemulla, Rainer and Zoupanos, Spyros},
booktitle={SIGMOD'13}
}
@inproceedings{li2007traffic,
title={Traffic density-based discovery of hot routes in road networks},
author={Li, Xiaolei and Han, Jiawei and Lee, Jae-Gil and Gonzalez, Hector},
booktitle={ISSTD'07}
}
@article{lee2011mining,
title={Mining discriminative patterns for classifying trajectories on road networks},
author={Lee, Jae-Gil and Han, Jiawei and Li, Xiaolei and Cheng, Hong},
journal={TKDE'11}
}
@article{yoo2006joinless,
title={A joinless approach for mining spatial colocation patterns},
author={Yoo, Jin Soung and Shekhar, Shashi},
journal={TKDE'06},
}
@inproceedings{agrawal1994fast,
title={Fast algorithms for mining association rules},
author={Agrawal, Rakesh and Srikant, Ramakrishnan and others},
journal={VLDB'94},
}