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Diff for: ‎.github/workflows/ci_tests.yml

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name: CI Tests
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on:
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# Triggers the workflow on push or pull request events
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pull_request:
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push:
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# Allows you to run this workflow manually from the Actions tab
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workflow_dispatch:
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jobs:
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test:
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name: Tests Linux
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runs-on: "ubuntu-latest"
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defaults:
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run:
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shell: bash -l {0}
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steps:
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- uses: actions/checkout@v2
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- uses: conda-incubator/setup-miniconda@v2
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with:
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activate-environment: anaconda-client-env
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python-version: 3.8.5
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auto-activate-base: True
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- name: Install Dependencies and T-ELF
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run: |
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conda info
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conda list
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python setup.py install
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- name: Run the Unittests
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run: |
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cd tests && python -m pytest *
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Diff for: ‎.gitignore

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# mac
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results/
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.DS_Store
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# contains the data for the project
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# data/
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# swap files
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*.swp
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# matlab/output
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# Created by https://www.toptal.com/developers/gitignore/api/python
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# Edit at https://www.toptal.com/developers/gitignore?templates=python
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### Python ###
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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pip-wheel-metadata/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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.python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# End of https://www.toptal.com/developers/gitignore/api/python
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Diff for: ‎CITATION.cff

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cff-version: 1.2.0
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message: "If you use this software, please cite it as below."
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authors:
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- family-names: Eren
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given-names: Maksim
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- family-names: Solovyev
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given-names: Nick
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- family-names: Barron
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given-names: Ryan
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- family-names: Bhattarai
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given-names: Manish
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- family-names: Boureima
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given-names: Ismael
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- family-names: Skau
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given-names: Erik
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- family-names: Rasmussen
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given-names: Kim
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- family-names: Alexandrov
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given-names: Boian
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title: "Tensor Extraction of Latent Features (T-ELF)"
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version: 0.0.1
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url: https://github.com/lanl/T-ELF
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doi:
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date-released: 2023-10-15

Diff for: ‎LICENSE

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This program is open source under the BSD-3 License.
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Redistribution and use in source and binary forms, with or without modification, are permitted
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provided that the following conditions are met:
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1. Redistributions of source code must retain the above copyright notice, this list of conditions and
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the following disclaimer.
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2.Redistributions in binary form must reproduce the above copyright notice, this list of conditions
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and the following disclaimer in the documentation and/or other materials provided with the
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distribution.
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3.Neither the name of the copyright holder nor the names of its contributors may be used to endorse
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or promote products derived from this software without specific prior written permission.
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS
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IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
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PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
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CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
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EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
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PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
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OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
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WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
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OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
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ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

Diff for: ‎Publications.md

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<ul>
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<li><a name="Solovyev23" href="https://arxiv.org/abs/2309.10772"><b>Interactive Distillation of Large Single-Topic Corpora of Scientific Papers.</b></a>,
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<br>N.&nbsp;Solovyev, R.&nbsp;Barron, M.&nbsp;Bhattarai, M.&nbsp;Eren, K.&nbsp;O.&nbsp;Rasmussen, ...
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<br><cite>arXiv preprint arXiv:2309.10772:</cite> 2023.</li>
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<li><a name="Eren23a" href="https://dl.acm.org/doi/abs/10.1145/3624567"><b>Semi-supervised Classification of Malware Families Under Extreme Class Imbalance via Hierarchical Non-Negative Matrix Factorization with Automatic Model Selection.</b></a>,
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<br>M.&nbsp;Eren, M.&nbsp;Bhattarai, R.&nbsp;J.&nbsp;Joyce, E.&nbsp;Raff, C.&nbsp;Nicholas, B.&nbsp;S.&nbsp;Alexandrov
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<br><cite>ACM Transactions on Privacy and Security:</cite> 2023.</li>
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<li><a name="Truong23" href="https://arxiv.org/abs/2309.03347"><b>Tensor Networks for Solving Realistic Time-independent Boltzmann Neutron Transport Equation.</b></a>,
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<br>D.&nbsp;P.&nbsp;Truong, M.&nbsp;I.&nbsp;Ortega, I.&nbsp;Boureima, G.&nbsp;Manzini, K.&nbsp;Ø.&nbsp;Rasmussen, ...
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<br><cite>arXiv preprint arXiv:2309.03347:</cite> 2023.</li>
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<li><a name="Alexandrov23a" href="https://patents.google.com/patent/US10776718B2/en"><b>Source identification by non-negative matrix factorization combined with semi-supervised clustering.</b></a>,
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<br>B.&nbsp;S.&nbsp;Alexandrov, L.&nbsp;B.&nbsp;Alexandrov, F.&nbsp;L.&nbsp;Iliev, V.&nbsp;G.&nbsp;Stanev, V.&nbsp;V.&nbsp;Vesselinov
18+
<br><cite>US Patent 11,748,657:</cite> 2023.</li>
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<li><a name="Bhattarai23a" href="https://arxiv.org/abs/2309.01077"><b>Robust Adversarial Defense by Tensor Factorization.</b></a>,
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<br>M.&nbsp;Bhattarai, M.&nbsp;C.&nbsp;Kaymak, R.&nbsp;Barron, B.&nbsp;Nebgen, K.&nbsp;Rasmussen, ...
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<br><cite>arXiv preprint arXiv:2309.01077:</cite> 2023.</li>
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<li><a name="Manzini23" href="https://www.sciencedirect.com/science/article/pii/S0378475423001313"><b>The tensor-train mimetic finite difference method for three-dimensional Maxwell’s wave propagation equations.</b></a>,
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<br>G.&nbsp;Manzini, P.&nbsp;M.&nbsp;D.&nbsp;Truong, R.&nbsp;Vuchkov, B.&nbsp;Alexandrov
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<br><cite>Mathematics and Computers in Simulation 210:</cite> 2023.</li>
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<li><a name="Eren22" href="https://ieeexplore.ieee.org/abstract/document/10069271"><b>One-Shot Federated Group Collaborative Filtering.</b></a>,
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<br>M.&nbsp;E.&nbsp;Eren, M.&nbsp;Bhattarai, N.&nbsp;Solovyev, L.&nbsp;E.&nbsp;Richards, R.&nbsp;Yus, C.&nbsp;Nicholas, ...
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<br><cite>IEEE International Conference on Machine Learning and Applications:</cite> 2022.</li>
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<li><a name="Alexandrov22" href="https://onlinelibrary.wiley.com/doi/full/10.1002/nla.2443"><b>Nonnegative canonical tensor decomposition with linear constraints: nnCANDELINC.</b></a>,
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<br>B.&nbsp;Alexandrov, D.&nbsp;F.&nbsp;DeSantis, G.&nbsp;Manzini, E.&nbsp;W.&nbsp;Skau
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<br><cite>Numerical Linear Algebra with Applications 29 (6):</cite> 2022.</li>
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<li><a name="Skau22" href="https://arxiv.org/abs/2210.01060"><b>Process Modeling, Hidden Markov Models, and Non-negative Tensor Factorization with Model Selection.</b></a>,
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<br>E.&nbsp;Skau, A.&nbsp;Hollis, S.&nbsp;Eidenbenz, K.&nbsp;Rasmussen, B.&nbsp;Alexandrov
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<br><cite>arXiv preprint arXiv:2210.01060:</cite> 2022.</li>
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<li><a name="Eren22a" href="https://dl.acm.org/doi/abs/10.1145/3558100.3563844"><b>Senmfk-split: Large corpora topic modeling by semantic non-negative matrix factorization with automatic model selection.</b></a>,
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<br>M.&nbsp;E.&nbsp;Eren, N.&nbsp;Solovyev, M.&nbsp;Bhattarai, K.&nbsp;Ø.&nbsp;Rasmussen, C.&nbsp;Nicholas, ...
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<br><cite>Proceedings of the 22nd ACM Symposium on Document Engineering:</cite> 2022.</li>
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<li><a name="Eren22b" href="https://arxiv.org/abs/2205.02359"><b>Fedsplit: One-shot federated recommendation system based on non-negative joint matrix factorization and knowledge distillation.</b></a>,
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<br>M.&nbsp;E.&nbsp;Eren, L.&nbsp;E.&nbsp;Richards, M.&nbsp;Bhattarai, R.&nbsp;Yus, C.&nbsp;Nicholas, B.&nbsp;S.&nbsp;Alexandrov
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<br><cite>arXiv preprint arXiv:2205.02359:</cite> 2022.</li>
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<li><a name="Eren22c" href="https://arxiv.org/abs/2208.09942"><b>SeNMFk-SPLIT: large corpora topic modeling by semantic non-negative matrix factorization with automatic model selection.</b></a>,
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<br>B.&nbsp;S.&nbsp;Alexandrov, M.&nbsp;E.&nbsp;Eren, N.&nbsp;Solovyev, M.&nbsp;Bhattarai, K.&nbsp;Ø.&nbsp;Rasmussen, ...
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<br><cite>DocEng '22: Proceedings of the 22nd ACM Symposium on Document Engineering:</cite> 2022.</li>
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<li><a name="Alexandrov21" href="https://www.osti.gov/biblio/1826495"><b>Tensor Text-Mining Methods for Malware Identification and Detection, Malware Dynamics Characterization, and Hosts Ranking.</b></a>,
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<br>B.&nbsp;Alexandrov, M.&nbsp;E.&nbsp;Eren
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<br><cite>Los Alamos National Lab.(LANL), Los Alamos, NM (United States):</cite> 2021.</li>
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<li><a name="Vangara21" href="https://www.osti.gov/biblio/1826495"><b>Finding the number of latent topics with semantic non-negative matrix factorization.</b></a>,
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<br>R.&nbsp;Vangara, M.&nbsp;Bhattarai, E.&nbsp;Skau, G.&nbsp;Chennupati, H.&nbsp;Djidjev, T.&nbsp;Tierney, ...
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<br><cite>IEEE Access 9:</cite> 2021.</li>
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<li><a name="Truong21" href="https://ieeexplore.ieee.org/abstract/document/9521203"><b>Boolean matrix factorization via nonnegative auxiliary optimization.</b></a>,
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<br>D.&nbsp;P.&nbsp;Truong, E.&nbsp;Skau, D.&nbsp;Desantis, B.&nbsp;Alexandrov
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<br><cite>IEEE Access 9:</cite> 2021.</li>
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<li><a name="Eren21" href="https://dl.acm.org/doi/10.1145/3469096.3474927"><b>COVID-19 multidimensional Kaggle literature organization.</b></a>,
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<br>M.&nbsp;Eren, N.&nbsp;Solovyev, C.&nbsp;Hamer, R.&nbsp;McDonald, B.S.&nbsp;Alexandrov, and C.&nbsp;Nicholas.
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<br><cite>Proceedings of the 21st ACM Symposium on Document Engineering, pp. 1-4.</cite> 2021.</li>
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<li><a name="Pulido21" href="https://diglib.eg.org/bitstream/handle/10.2312/evs20211055/055-059.pdf"><b>Selection of Optimal Salient Time Steps by Non-negative Tucker Tensor Decomposition.</b></a>,
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<br>J.&nbsp;Pulido, J.&nbsp;Patchett, M.&nbsp;Bhattarai, B.&nbsp;Alexandrov, and J.&nbsp;Ahrens.
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<br><cite>EuroVis 2021. Hosted by University of Zurich in collaboration with FAU Erlangen-Nuremberg and ETH Zurich:</cite> 2021.</li>
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<li><a name="AlexandrovPatent" href="https://patents.justia.com/patent/10776718"><b>Source identification by non-negative matrix factorization combined with semi-supervised clustering</b></a>,
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<br>B.S.&nbsp;Alexandrov, L.B.&nbsp;Alexandrov et al.
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<br><cite>US Patent S10,776,718</cite>, Sep. 2020.</li>
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<li><a name="VangaraSemantic" href="https://ieeexplore.ieee.org/document/9356214"><b>Semantic Nonnegative Matrix Factorization with Automatic Model Determination for Topic Modeling</b></a>,
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<br>R.&nbsp;Vangara, E.&nbsp;Skau, G.&nbsp;Chennupati, et al.
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<br><cite>Proceedings of 19th IEEE International Conference on Machine Learning and Applications</cite>, December 14-17, 2020.</li>
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<li><a name="ErenAnomalous" href="https://ieeexplore.ieee.org/abstract/document/9280524"><b>Multi-Dimensional Anomalous Entity Detection via Poisson Tensor Factorization</b></a>,
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<br>M.&nbsp;Eren, J.&nbsp;Moore, and B.S.&nbsp;Alexandrov.
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<br><cite>Proceedings of 18th IEEE International Conference on Intelligence and Security Informatics (ISI)</cite>, Nov. 9-10, 2020.</li>
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<li><a name="NebgenNeural" href="https://iopscience.iop.org/article/10.1088/2632-2153/aba372"><b>A neural network for determination of latent dimensionality in Nonnegative Matrix Factorization</b></a>,
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<br>B.&nbsp;Nebgen, R.&nbsp;Vangara, M.A.&nbsp;Hombrados-Herrera, S.&nbsp;Kuksova, and B.S.&nbsp;Alexandrov.
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<br><cite>Journal of Machine Learning: Science and Technology</cite>, 2020.</li>
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<li><a name="VangaraDiffusion" href="https://journals.aps.org/prresearch/abstract/10.1103/PhysRevResearch.2.023248"><b>Identification of anomalous diffusion sources by unsupervised learning</b></a>,
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<br>R.&nbsp;Vangara, KØ.&nbsp;Rasmussen, D.N.&nbsp;Petsev, G.&nbsp;Bel, and B.S.&nbsp;Alexandrov.
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<br><cite>Physical Review Research 2 (2)</cite>, 023248.</li>
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<li><a name="PrasadTemporal" href="https://www.spiedigitallibrary.org/conference-proceedings-of-spie/11423/114230N/Weak-matching-of-temporal-interval-graphs-of-sensors-for-robust/10.1117/12.2558683.full?SSO=1"><b>Weak matching of temporal interval graphs of sensors for robust multi-modal event detection in noise</b></a>,
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<br>L.&nbsp;Prasad, B.S.&nbsp;Alexandrov, and B.T.&nbsp;Nebgen.
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<br><cite>Proceedings of Signal Processing, Sensor/Information Fusion, and Target Recognition XXIX</cite>, 2020.</li>
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<li><a name="TruongTradeFlow" href="https://iopscience.iop.org/article/10.1088/2632-2153/aba9ee"><b>Determination of Latent Dimensionality in International Trade Flow</b></a>,
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<br>D.P.&nbsp;Truong, E.&nbsp;Skau, V.I.&nbsp;Valtchinov, and B.S.&nbsp;Alexandrov.
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<br><cite>Mach. Learn.: Sci. Technol. 1</cite>, 045017, 2020.</li>
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<li><a name="KarimiMetabolomics" href="https://www.nature.com/articles/s41598-020-60387-7"><b>Metabolomics and the pig model reveal aberrant cardiac energy metabolism in metabolic syndrome</b></a>,
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<br>M.&nbsp;Karimi, V.&nbsp;Petkova, J.M.&nbsp;Asara, M.J.&nbsp;Griffin, F.W.&nbsp;Sellke, et al.
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<br><cite>Scientific Reports 10 (1)</cite>, 1-11, 2020.</li>
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<li><a name="DeSantisCluster" href="https://iopscience.iop.org/article/10.1088/2632-2153/abb676"><b>Coarse-Grain Cluster Analysis of Tensors With Application to Climate Biome Identification</b></a>,
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<br>D.&nbsp;DeSantis, P.J.&nbsp;Wolfram, K.&nbsp;Bennett, and B.&nbsp;Alexandrov.
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<br><cite>Journal of Machine Learning: Science and Technology</cite>, 2020.</li>
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<li><a name="AkhterProtein" href="https://ieeexplore.ieee.org/document/8983409"><b>Non-Negative Matrix Factorization for Selection of Near-Native Protein Tertiary Structures</b></a>,
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<br>N.&nbsp;Akhter, R.&nbsp;Vangara, G.&nbsp;Chennupati, B.S.&nbsp;Alexandrov, H.&nbsp;Djidjev, and A.&nbsp;Shehu.
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<br><cite>Proceedings of 2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)</cite>.</li>
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<li><a name="VesselinovReactiveMixing" href="https://www.sciencedirect.com/science/article/pii/S0021999119303833?casa_token=cfAXREvAUB8AAAAA:wJXLiCdMh2DxM7PqO5xdK-fMSqx37-prYueK_RfcqU1QyzwQUMUAlbREt7gue8Ag1Vyt0W6N64Y"><b>Unsupervised machine learning based on non-negative tensor factorization for analyzing reactive-mixing</b></a>,
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<br>V.V.&nbsp;Vesselinov, M.K.&nbsp;Mudunuru, S.&nbsp;Karra, D.&nbsp;O'Malley, and B.S.&nbsp;Alexandrov.
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<br><cite>Journal of Computational Physics 395</cite>, 85-104, 2019.</li>
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<li><a name="LópezLipid" href="https://www.sciencedirect.com/science/article/pii/S0021999119303833?casa_token=cfAXREvAUB8AAAAA:wJXLiCdMh2DxM7PqO5xdK-fMSqx37-prYueK_RfcqU1QyzwQUMUAlbREt7gue8Ag1Vyt0W6N64Y"><b>Unsupervised Machine Learning for Analysis of Phase Separation in Ternary Lipid Mixture</b></a>,
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<br>C.A.&nbsp;López, V.V.&nbsp;Vesselinov, S.&nbsp;Gnanakaran, and B.S.&nbsp;Alexandrov.
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<br><cite>Journal of Chemical Theory and Computation 15 (11)</cite>, 6343-6357.</li>
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<li><a name="AlexandrovMicrophase" href="https://onlinelibrary.wiley.com/doi/full/10.1002/sam.11407"><b>Nonnegative tensor decomposition with custom clustering for microphase separation of block copolymers</b></a>,
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<br>B.S.&nbsp;Alexandrov, V.G.&nbsp;Stanev, V.V.&nbsp;Vesselinov, and KØ.&nbsp;Rasmussen.
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<br><cite>Statistical Analysis and Data Mining: The ASA Data Science Journal 12</cite>, 2019.</li>
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<li><a name="VesselinovContaminantHydrology" href="https://pubmed.ncbi.nlm.nih.gov/30528243/"><b>Nonnegative tensor factorization for contaminant source identification</b></a>,
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<br>V.V.&nbsp;Vesselinov, B.S.&nbsp;Alexandrov, and D.&nbsp;O'Malley.
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<br><cite>Journal of Contaminant Hydrology 220</cite>, 66-97.</li>
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<li><a name="StanevMaterials" href="https://www.nature.com/articles/s41524-018-0099-2"><b>Unsupervised Phase Mapping of X-ray Diffraction Data by Nonnegative Matrix, Factorization Integrated with Custom Clustering</b></a>,
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<br>B.S.&nbsp;Alexandrov, V.&nbsp;Stanev, V.V.&nbsp;Vesselinov, A.G.&nbsp;Kusne, and G.&nbsp;Antoszewski.
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<br><cite>npj Computational Materials 4 (43)</cite>, 2018.</li>
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<li><a name="VesselinovContaminantHydrology2" href="https://www.sciencedirect.com/science/article/pii/S0169772217301201?casa_token=Wh2EdbDh5wkAAAAA:EQnFMXrypgLiEWw2VEIGnGwPeFOuJ5wU6bovJWZovIEmwfW200iLzEBI_3mapenJ8SWR7shsjFs"><b>Contaminant source identification using semi-supervised machine learning</b></a>,
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<br>V.V.&nbsp;Vesselinov, B.S.&nbsp;Alexandrov, and D.&nbsp;O’Malley.
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<br><cite>Journal of Contaminant Hydrology 212</cite>, 134-142.</li>
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<li><a name="IlievDelayedSignals" href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0193974"><b>Nonnegative Matrix Factorization for identification of unknown number of sources emitting delayed signals</b></a>,
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<br>F.L.&nbsp;Iliev, V.G.&nbsp;Stanev, V.V.&nbsp;Vesselinov, and B.S.&nbsp;Alexandrov.
138+
<br><cite>PloS One 13 (3)</cite>, e0193974, 2018.</li>
139+
140+
<li><a name="StanevMathModelling" href="https://www.sciencedirect.com/science/article/pii/S0307904X18301227"><b>Identification of release sources in advection-diffusion system by machine learning combined with Green’s function inverse method</b></a>,
141+
<br>V.&nbsp;Stanev, F.&nbsp;Iliev, S.&nbsp;Hansen, V.&nbsp;Velimir, and B.&nbsp;Alexandrov.
142+
<br><cite>Applied Mathematical Modelling, Volume 60</cite>, August 2018, Pages 64-76.</li>
143+
144+
</ul>

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