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ORCIDBibTeX records: Anuj Karpatne
@article{DBLP:journals/corr/abs-2403-15989,
author = {Anuj Karpatne and
Xiaowei Jia and
Vipin Kumar},
title = {Knowledge-guided Machine Learning: Current Trends and Future Prospects},
journal = {CoRR},
volume = {abs/2403.15989},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.15989},
doi = {10.48550/ARXIV.2403.15989},
eprinttype = {arXiv},
eprint = {2403.15989},
timestamp = {Tue, 09 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-15989.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/YaoK23,
author = {Ziyu Yao and
Anuj Karpatne},
title = {Welcome to {AI} Matters 9(1)},
journal = {{AI} Matters},
volume = {9},
number = {1},
pages = {3},
year = {2023},
url = {https://doi.org/10.1145/3594707.3594708},
doi = {10.1145/3594707.3594708},
timestamp = {Thu, 17 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aimatters/YaoK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/YaoK23a,
author = {Ziyu Yao and
Anuj Karpatne},
title = {Welcome to {AI} Matters 9(2)},
journal = {{AI} Matters},
volume = {9},
number = {2},
pages = {3},
year = {2023},
url = {https://doi.org/10.1145/3609468.3609469},
doi = {10.1145/3609468.3609469},
timestamp = {Fri, 20 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aimatters/YaoK23a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/YaoK23b,
author = {Ziyu Yao and
Anuj Karpatne},
title = {Welcome to {AI} Matters 9(3)},
journal = {{AI} Matters},
volume = {9},
number = {3},
pages = {3},
year = {2023},
url = {https://doi.org/10.1145/3626487.3626488},
doi = {10.1145/3626487.3626488},
timestamp = {Fri, 17 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/YaoK23b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/DasMDKDMYKTL23,
author = {Sanmay Das and
Nicholas Mattei and
John P. Dickerson and
Sven Koenig and
Louise A. Dennis and
Larry R. Medsker and
Ziyu Yao and
Anuj Karpatne and
Alan Tsang and
Matt Luckcuck},
title = {{SIGAI} Annual Report: July 1 2022 - August 30 2023},
journal = {{AI} Matters},
volume = {9},
number = {3},
pages = {4--9},
year = {2023},
url = {https://doi.org/10.1145/3626487.3626489},
doi = {10.1145/3626487.3626489},
timestamp = {Fri, 17 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/DasMDKDMYKTL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DawBWPK23,
author = {Arka Daw and
Jie Bu and
Sifan Wang and
Paris Perdikaris and
Anuj Karpatne},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Mitigating Propagation Failures in Physics-informed Neural Networks
using Retain-Resample-Release {(R3)} Sampling},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {7264--7302},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/daw23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/DawBWPK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ElhamodKMUBDBBM23,
author = {Mohannad Elhamod and
Mridul Khurana and
Harish Babu Manogaran and
Josef C. Uyeda and
Meghan A. Balk and
Wasila M. Dahdul and
Yasin Bakis and
Henry L. Bart Jr. and
Paula M. Mabee and
Hilmar Lapp and
James P. Balhoff and
Caleb Charpentier and
David Carlyn and
Wei{-}Lun Chao and
Charles V. Stewart and
Daniel I. Rubenstein and
Tanya Y. Berger{-}Wolf and
Anuj Karpatne},
editor = {Ambuj K. Singh and
Yizhou Sun and
Leman Akoglu and
Dimitrios Gunopulos and
Xifeng Yan and
Ravi Kumar and
Fatma Ozcan and
Jieping Ye},
title = {Discovering Novel Biological Traits From Images Using Phylogeny-Guided
Neural Networks},
booktitle = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, {KDD} 2023, Long Beach, CA, USA, August 6-10, 2023},
pages = {3966--3978},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3580305.3599808},
doi = {10.1145/3580305.3599808},
timestamp = {Mon, 25 Sep 2023 08:29:22 +0200},
biburl = {https://dblp.org/rec/conf/kdd/ElhamodKMUBDBBM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-15562,
author = {Jie Bu and
Kazi Sajeed Mehrab and
Anuj Karpatne},
title = {Let There Be Order: Rethinking Ordering in Autoregressive Graph Generation},
journal = {CoRR},
volume = {abs/2305.15562},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.15562},
doi = {10.48550/ARXIV.2305.15562},
eprinttype = {arXiv},
eprint = {2305.15562},
timestamp = {Tue, 06 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-15562.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-03228,
author = {Mohannad Elhamod and
Mridul Khurana and
Harish Babu Manogaran and
Josef C. Uyeda and
Meghan A. Balk and
Wasila M. Dahdul and
Yasin Bakis and
Henry L. Bart Jr. and
Paula M. Mabee and
Hilmar Lapp and
James P. Balhoff and
Caleb Charpentier and
David Carlyn and
Wei{-}Lun Chao and
Charles V. Stewart and
Daniel I. Rubenstein and
Tanya Y. Berger{-}Wolf and
Anuj Karpatne},
title = {Discovering Novel Biological Traits From Images Using Phylogeny-Guided
Neural Networks},
journal = {CoRR},
volume = {abs/2306.03228},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.03228},
doi = {10.48550/ARXIV.2306.03228},
eprinttype = {arXiv},
eprint = {2306.03228},
timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-03228.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-11052,
author = {M. Maruf and
Arka Daw and
Amartya Dutta and
Jie Bu and
Anuj Karpatne},
title = {Beyond Discriminative Regions: Saliency Maps as Alternatives to CAMs
for Weakly Supervised Semantic Segmentation},
journal = {CoRR},
volume = {abs/2308.11052},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.11052},
doi = {10.48550/ARXIV.2308.11052},
eprinttype = {arXiv},
eprint = {2308.11052},
timestamp = {Wed, 30 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-11052.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-14601,
author = {Mohannad Elhamod and
Anuj Karpatne},
title = {Neuro-Visualizer: An Auto-encoder-based Loss Landscape Visualization
Method},
journal = {CoRR},
volume = {abs/2309.14601},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.14601},
doi = {10.48550/ARXIV.2309.14601},
eprinttype = {arXiv},
eprint = {2309.14601},
timestamp = {Wed, 27 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-14601.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-09441,
author = {Medha Sawhney and
Bhas Karmarkar and
Eric J. Leaman and
Arka Daw and
Anuj Karpatne and
Bahareh Behkam},
title = {{MEMTRACK:} {A} Deep Learning-Based Approach to Microrobot Tracking
in Dense and Low-Contrast Environments},
journal = {CoRR},
volume = {abs/2310.09441},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.09441},
doi = {10.48550/ARXIV.2310.09441},
eprinttype = {arXiv},
eprint = {2310.09441},
timestamp = {Wed, 25 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-09441.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-04157,
author = {Dipanjyoti Paul and
Arpita Chowdhury and
Xinqi Xiong and
Feng{-}Ju Chang and
David Carlyn and
Samuel Stevens and
Kaiya Provost and
Anuj Karpatne and
Bryan Carstens and
Daniel I. Rubenstein and
Charles V. Stewart and
Tanya Y. Berger{-}Wolf and
Yu Su and
Wei{-}Lun Chao},
title = {A Simple Interpretable Transformer for Fine-Grained Image Classification
and Analysis},
journal = {CoRR},
volume = {abs/2311.04157},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.04157},
doi = {10.48550/ARXIV.2311.04157},
eprinttype = {arXiv},
eprint = {2311.04157},
timestamp = {Tue, 14 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-04157.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/KarpatneY22,
author = {Anuj Karpatne and
Ziyu Yao},
title = {Welcome to {AI} matters 8(1)},
journal = {{AI} Matters},
volume = {8},
number = {1},
pages = {3},
year = {2022},
url = {https://doi.org/10.1145/3544897.3544898},
doi = {10.1145/3544897.3544898},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aimatters/KarpatneY22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/KarpatneY22a,
author = {Anuj Karpatne and
Ziyu Yao},
title = {Welcome to {AI} matters 8(2)},
journal = {{AI} Matters},
volume = {8},
number = {2},
pages = {3},
year = {2022},
url = {https://doi.org/10.1145/3557785.3557786},
doi = {10.1145/3557785.3557786},
timestamp = {Thu, 08 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/KarpatneY22a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/KarpatneY22b,
author = {Anuj Karpatne and
Ziyu Yao},
title = {Welcome to {AI} matters 8(3)},
journal = {{AI} Matters},
volume = {8},
number = {3},
pages = {3},
year = {2022},
url = {https://doi.org/10.1145/3583767.3583768},
doi = {10.1145/3583767.3583768},
timestamp = {Thu, 09 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/KarpatneY22b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/DasMDKDMYKTL22,
author = {Sanmay Das and
Nicholas Mattei and
John P. Dickerson and
Sven Koenig and
Louise A. Dennis and
Larry R. Medsker and
Ziyu Yao and
Anuj Karpatne and
Alan Tsang and
Matt Luckcuck},
title = {{SIGAI} Annual Report: July 1 2021 - June 30 2022},
journal = {{AI} Matters},
volume = {8},
number = {3},
pages = {4--7},
year = {2022},
url = {https://doi.org/10.1145/3583767.3583769},
doi = {10.1145/3583767.3583769},
timestamp = {Thu, 09 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/DasMDKDMYKTL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/KarpatneY22c,
author = {Anuj Karpatne and
Ziyu Yao},
title = {Welcome to {AI} matters 8(4)},
journal = {{AI} Matters},
volume = {8},
number = {4},
pages = {3},
year = {2022},
url = {https://doi.org/10.1145/3583770.3583771},
doi = {10.1145/3583770.3583771},
timestamp = {Thu, 09 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/KarpatneY22c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tist/ElhamodBSRGPLK22,
author = {Mohannad Elhamod and
Jie Bu and
Christopher Singh and
Matthew Redell and
Abantika Ghosh and
Viktor Podolskiy and
Wei{-}Cheng Lee and
Anuj Karpatne},
title = {\emph{CoPhy}-PGNN: Learning Physics-guided Neural Networks with Competing
Loss Functions for Solving Eigenvalue Problems},
journal = {{ACM} Trans. Intell. Syst. Technol.},
volume = {13},
number = {6},
pages = {92:1--92:23},
year = {2022},
url = {https://doi.org/10.1145/3530911},
doi = {10.1145/3530911},
timestamp = {Sun, 15 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tist/ElhamodBSRGPLK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/DawYKK22,
author = {Arka Daw and
Kyongmin Yeo and
Anuj Karpatne and
Levente J. Klein},
editor = {Shusaku Tsumoto and
Yukio Ohsawa and
Lei Chen and
Dirk Van den Poel and
Xiaohua Hu and
Yoichi Motomura and
Takuya Takagi and
Lingfei Wu and
Ying Xie and
Akihiro Abe and
Vijay Raghavan},
title = {Multi-task Learning for Source Attribution and Field Reconstruction
for Methane Monitoring},
booktitle = {{IEEE} International Conference on Big Data, Big Data 2022, Osaka,
Japan, December 17-20, 2022},
pages = {4835--4841},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/BigData55660.2022.10020603},
doi = {10.1109/BIGDATA55660.2022.10020603},
timestamp = {Fri, 18 Aug 2023 17:39:03 +0200},
biburl = {https://dblp.org/rec/conf/bigdataconf/DawYKK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-05994,
author = {Sangeeta Srivastava and
Samuel Olin and
Viktor Podolskiy and
Anuj Karpatne and
Wei{-}Cheng Lee and
Anish Arora},
title = {Physics-Guided Problem Decomposition for Scaling Deep Learning of
High-dimensional Eigen-Solvers: The Case of Schr{\"{o}}dinger's
Equation},
journal = {CoRR},
volume = {abs/2202.05994},
year = {2022},
url = {https://arxiv.org/abs/2202.05994},
eprinttype = {arXiv},
eprint = {2202.05994},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-05994.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-02338,
author = {Arka Daw and
Jie Bu and
Sifan Wang and
Paris Perdikaris and
Anuj Karpatne},
title = {Rethinking the Importance of Sampling in Physics-informed Neural Networks},
journal = {CoRR},
volume = {abs/2207.02338},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.02338},
doi = {10.48550/ARXIV.2207.02338},
eprinttype = {arXiv},
eprint = {2207.02338},
timestamp = {Wed, 13 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-02338.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-00864,
author = {Arka Daw and
Kyongmin Yeo and
Anuj Karpatne and
Levente J. Klein},
title = {Multi-task Learning for Source Attribution and Field Reconstruction
for Methane Monitoring},
journal = {CoRR},
volume = {abs/2211.00864},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.00864},
doi = {10.48550/ARXIV.2211.00864},
eprinttype = {arXiv},
eprint = {2211.00864},
timestamp = {Fri, 04 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-00864.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/LeiteK21,
author = {Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} Matters 7(1)},
journal = {{AI} Matters},
volume = {7},
number = {1},
pages = {4},
year = {2021},
url = {https://doi.org/10.1145/3465074.3465075},
doi = {10.1145/3465074.3465075},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aimatters/LeiteK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/LeiteK21a,
author = {Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} Matters 7(2)},
journal = {{AI} Matters},
volume = {7},
number = {2},
pages = {3--4},
year = {2021},
url = {https://doi.org/10.1145/3478369.3478370},
doi = {10.1145/3478369.3478370},
timestamp = {Tue, 28 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aimatters/LeiteK21a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/LeiteK21b,
author = {Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} matters 7(3)},
journal = {{AI} Matters},
volume = {7},
number = {3},
pages = {4},
year = {2021},
url = {https://doi.org/10.1145/3511322.3511323},
doi = {10.1145/3511322.3511323},
timestamp = {Sat, 26 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/LeiteK21b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/DasMDKDMNLKT21,
author = {Sanmay Das and
Nicholas Mattei and
John P. Dickerson and
Sven Koenig and
Louise A. Dennis and
Larry R. Medsker and
Todd W. Neller and
Iolanda Leite and
Anuj Karpatne and
Alan Tsang},
title = {{SIGAI} annual report: July 1 2020 - June 30 2021},
journal = {{AI} Matters},
volume = {7},
number = {3},
pages = {5--11},
year = {2021},
url = {https://doi.org/10.1145/3511322.3511324},
doi = {10.1145/3511322.3511324},
timestamp = {Sat, 26 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/DasMDKDMNLKT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tdasci/JiaWKRZSK21,
author = {Xiaowei Jia and
Jared Willard and
Anuj Karpatne and
Jordan S. Read and
Jacob A. Zwart and
Michael S. Steinbach and
Vipin Kumar},
title = {Physics-Guided Machine Learning for Scientific Discovery: An Application
in Simulating Lake Temperature Profiles},
journal = {Trans. Data Sci.},
volume = {2},
number = {3},
pages = {20:1--20:26},
year = {2021},
url = {https://doi.org/10.1145/3447814},
doi = {10.1145/3447814},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tdasci/JiaWKRZSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ElhamodBSRGPLK21,
author = {Mohannad Elhamod and
Jie Bu and
Christopher Singh and
Matthew Redell and
Abantika Ghosh and
Viktor Podolskiy and
Wei{-}Cheng Lee and
Anuj Karpatne},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Learning Physics-guided Neural Networks with Competing Physics Loss:
{A} Summary of Results in Solving Eigenvalue Problems},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_179.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:39 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/ElhamodBSRGPLK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MuralidharBCRRT21,
author = {Nikhil Muralidhar and
Jie Bu and
Ze Cao and
Neil Raj and
Naren Ramakrishnan and
Danesh K. Tafti and
Anuj Karpatne},
editor = {James Bailey and
Pauli Miettinen and
Yun Sing Koh and
Dacheng Tao and
Xindong Wu},
title = {PhyFlow: Physics-Guided Deep Learning for Generating Interpretable
3D Flow Fields},
booktitle = {{IEEE} International Conference on Data Mining, {ICDM} 2021, Auckland,
New Zealand, December 7-10, 2021},
pages = {1246--1251},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ICDM51629.2021.00152},
doi = {10.1109/ICDM51629.2021.00152},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/MuralidharBCRRT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itsc/PapakisSK21,
author = {Ioannis Papakis and
Abhijit Sarkar and
Anuj Karpatne},
title = {A Graph Convolutional Neural Network Based Approach for Traffic Monitoring
Using Augmented Detections with Optical Flow},
booktitle = {24th {IEEE} International Intelligent Transportation Systems Conference,
{ITSC} 2021, Indianapolis, IN, USA, September 19-22, 2021},
pages = {2980--2986},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ITSC48978.2021.9564655},
doi = {10.1109/ITSC48978.2021.9564655},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/itsc/PapakisSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/DawMK21,
author = {Arka Daw and
M. Maruf and
Anuj Karpatne},
editor = {Feida Zhu and
Beng Chin Ooi and
Chunyan Miao},
title = {{PID-GAN:} {A} {GAN} Framework based on a Physics-informed Discriminator
for Uncertainty Quantification with Physics},
booktitle = {{KDD} '21: The 27th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, Singapore, August 14-18, 2021},
pages = {237--247},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3447548.3467449},
doi = {10.1145/3447548.3467449},
timestamp = {Mon, 16 Aug 2021 16:18:31 +0200},
biburl = {https://dblp.org/rec/conf/kdd/DawMK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/YuPK21,
author = {Rose Yu and
Paris Perdikaris and
Anuj Karpatne},
editor = {Feida Zhu and
Beng Chin Ooi and
Chunyan Miao},
title = {Physics-Guided {AI} for Large-Scale Spatiotemporal Data},
booktitle = {{KDD} '21: The 27th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, Singapore, August 14-18, 2021},
pages = {4088--4089},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3447548.3470793},
doi = {10.1145/3447548.3470793},
timestamp = {Mon, 16 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/YuPK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BuDMK21,
author = {Jie Bu and
Arka Daw and
M. Maruf and
Anuj Karpatne},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Learning Compact Representations of Neural Networks using DiscriminAtive
Masking {(DAM)}},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {3491--3503},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/1cc8a8ea51cd0adddf5dab504a285915-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/BuDMK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/MarufK21,
author = {M. Maruf and
Anuj Karpatne},
editor = {Carlotta Demeniconi and
Ian Davidson},
title = {Maximizing Cohesion and Separation in Graph Representation Learning:
{A} Distance-aware Negative Sampling Approach},
booktitle = {Proceedings of the 2021 {SIAM} International Conference on Data Mining,
{SDM} 2021, Virtual Event, April 29 - May 1, 2021},
pages = {271--279},
publisher = {{SIAM}},
year = {2021},
url = {https://doi.org/10.1137/1.9781611976700.31},
doi = {10.1137/1.9781611976700.31},
timestamp = {Sat, 21 Aug 2021 11:46:54 +0200},
biburl = {https://dblp.org/rec/conf/sdm/MarufK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/BuK21,
author = {Jie Bu and
Anuj Karpatne},
editor = {Carlotta Demeniconi and
Ian Davidson},
title = {Quadratic Residual Networks: {A} New Class of Neural Networks for
Solving Forward and Inverse Problems in Physics Involving PDEs},
booktitle = {Proceedings of the 2021 {SIAM} International Conference on Data Mining,
{SDM} 2021, Virtual Event, April 29 - May 1, 2021},
pages = {675--683},
publisher = {{SIAM}},
year = {2021},
url = {https://doi.org/10.1137/1.9781611976700.76},
doi = {10.1137/1.9781611976700.76},
timestamp = {Sat, 21 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sdm/BuK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aaaiss/2021mlps,
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964},
urn = {urn:nbn:de:0074-2964-3},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/2021mlps.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-08366,
author = {Jie Bu and
Anuj Karpatne},
title = {Quadratic Residual Networks: {A} New Class of Neural Networks for
Solving Forward and Inverse Problems in Physics Involving PDEs},
journal = {CoRR},
volume = {abs/2101.08366},
year = {2021},
url = {https://arxiv.org/abs/2101.08366},
eprinttype = {arXiv},
eprint = {2101.08366},
timestamp = {Sat, 30 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-08366.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-04485,
author = {Reza Sepasdar and
Anuj Karpatne and
Maryam Shakiba},
title = {A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction
in Microstructure-Dependent Composites using Deep Learning},
journal = {CoRR},
volume = {abs/2104.04485},
year = {2021},
url = {https://arxiv.org/abs/2104.04485},
eprinttype = {arXiv},
eprint = {2104.04485},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-04485.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-02993,
author = {Arka Daw and
M. Maruf and
Anuj Karpatne},
title = {{PID-GAN:} {A} {GAN} Framework based on a Physics-informed Discriminator
for Uncertainty Quantification with Physics},
journal = {CoRR},
volume = {abs/2106.02993},
year = {2021},
url = {https://arxiv.org/abs/2106.02993},
eprinttype = {arXiv},
eprint = {2106.02993},
timestamp = {Thu, 10 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-02993.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-00684,
author = {Jie Bu and
Arka Daw and
M. Maruf and
Anuj Karpatne},
title = {Learning Compact Representations of Neural Networks using DiscriminAtive
Masking {(DAM)}},
journal = {CoRR},
volume = {abs/2110.00684},
year = {2021},
url = {https://arxiv.org/abs/2110.00684},
eprinttype = {arXiv},
eprint = {2110.00684},
timestamp = {Fri, 08 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-00684.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-08626,
author = {Austin Chennault and
Andrey A. Popov and
Amit N. Subrahmanya and
Rachel Cooper and
Anuj Karpatne and
Adrian Sandu},
title = {Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation},
journal = {CoRR},
volume = {abs/2111.08626},
year = {2021},
url = {https://arxiv.org/abs/2111.08626},
eprinttype = {arXiv},
eprint = {2111.08626},
timestamp = {Mon, 22 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-08626.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/McGovernLK20,
author = {Amy McGovern and
Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} Matters 6(1)},
journal = {{AI} Matters},
volume = {6},
number = {1},
pages = {3--4},
year = {2020},
url = {https://doi.org/10.1145/3402562.3402563},
doi = {10.1145/3402562.3402563},
timestamp = {Thu, 14 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/McGovernLK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/LeiteK20,
author = {Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} matters 6(2)},
journal = {{AI} Matters},
volume = {6},
number = {2},
pages = {3--4},
year = {2020},
url = {https://doi.org/10.1145/3430581.3430582},
doi = {10.1145/3430581.3430582},
timestamp = {Thu, 14 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/LeiteK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/DasMDKDMNLK20,
author = {Sanmay Das and
Nicholas Mattei and
John P. Dickerson and
Sven Koenig and
Louise A. Dennis and
Larry R. Medsker and
Todd W. Neller and
Iolanda Leite and
Anuj Karpatne},
title = {{SIGAI} annual report: July 1 2019 - June 30 2020},
journal = {{AI} Matters},
volume = {6},
number = {2},
pages = {5--9},
year = {2020},
url = {https://doi.org/10.1145/3430581.3430583},
doi = {10.1145/3430581.3430583},
timestamp = {Thu, 14 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/DasMDKDMNLK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/LeiteK20a,
author = {Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} matters 6(3)},
journal = {{AI} Matters},
volume = {6},
number = {3},
pages = {3--4},
year = {2020},
url = {https://doi.org/10.1145/3446243.3446244},
doi = {10.1145/3446243.3446244},
timestamp = {Wed, 17 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/LeiteK20a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bigdata/MuralidharBCHRT20,
author = {Nikhil Muralidhar and
Jie Bu and
Ze Cao and
Long He and
Naren Ramakrishnan and
Danesh K. Tafti and
Anuj Karpatne},
title = {Physics-Guided Deep Learning for Drag Force Prediction in Dense Fluid-Particulate
Systems},
journal = {Big Data},
volume = {8},
number = {5},
pages = {431--449},
year = {2020},
url = {https://doi.org/10.1089/big.2020.0071},
doi = {10.1089/BIG.2020.0071},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bigdata/MuralidharBCHRT20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/JiaWKRZSK20,
author = {Xiaowei Jia and
Jared Willard and
Anuj Karpatne and
Jordan S. Read and
Jacob A. Zwart and
Michael S. Steinbach and
Vipin Kumar},
title = {Process Guided Deep Learning for Modeling Physical Systems: An Application
in Lake Temperature Modeling},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2020, Waikoloa, HI, USA, September 26 - October 2, 2020},
pages = {3494--3496},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IGARSS39084.2020.9323723},
doi = {10.1109/IGARSS39084.2020.9323723},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/JiaWKRZSK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mtsr/LeipzigBWEDDKMM20,
author = {Jeremy Leipzig and
Yasin Bakis and
Xiaojun Wang and
Mohannad Elhamod and
Kelly Diamond and
Wasila M. Dahdul and
Anuj Karpatne and
A. Murat Maga and
Paula M. Mabee and
Henry L. Bart Jr. and
Jane Greenberg},
editor = {Emmanouel Garoufallou and
Mar{\'{\i}}a Antonia Ovalle{-}Perandones},
title = {Biodiversity Image Quality Metadata Augments Convolutional Neural
Network Classification of Fish Species},
booktitle = {Metadata and Semantic Research - 14th International Conference, {MTSR}
2020, Madrid, Spain, December 2-4, 2020, Revised Selected Papers},
series = {Communications in Computer and Information Science},
volume = {1355},
pages = {3--12},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-71903-6\_1},
doi = {10.1007/978-3-030-71903-6\_1},
timestamp = {Tue, 17 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mtsr/LeipzigBWEDDKMM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/DawTCRAK20,
author = {Arka Daw and
R. Quinn Thomas and
Cayelan C. Carey and
Jordan S. Read and
Alison P. Appling and
Anuj Karpatne},
editor = {Carlotta Demeniconi and
Nitesh V. Chawla},
title = {Physics-Guided Architecture {(PGA)} of Neural Networks for Quantifying
Uncertainty in Lake Temperature Modeling},
booktitle = {Proceedings of the 2020 {SIAM} International Conference on Data Mining,
{SDM} 2020, Cincinnati, Ohio, USA, May 7-9, 2020},
pages = {532--540},
publisher = {{SIAM}},
year = {2020},
url = {https://doi.org/10.1137/1.9781611976236.60},
doi = {10.1137/1.9781611976236.60},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sdm/DawTCRAK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/MuralidharBCHRT20,
author = {Nikhil Muralidhar and
Jie Bu and
Ze Cao and
Long He and
Naren Ramakrishnan and
Danesh K. Tafti and
Anuj Karpatne},
editor = {Carlotta Demeniconi and
Nitesh V. Chawla},
title = {PhyNet: Physics Guided Neural Networks for Particle Drag Force Prediction
in Assembly},
booktitle = {Proceedings of the 2020 {SIAM} International Conference on Data Mining,
{SDM} 2020, Cincinnati, Ohio, USA, May 7-9, 2020},
pages = {559--567},
publisher = {{SIAM}},
year = {2020},
url = {https://doi.org/10.1137/1.9781611976236.63},
doi = {10.1137/1.9781611976236.63},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sdm/MuralidharBCHRT20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-11086,
author = {Xiaowei Jia and
Jared Willard and
Anuj Karpatne and
Jordan S. Read and
Jacob A. Zwart and
Michael S. Steinbach and
Vipin Kumar},
title = {Physics-Guided Machine Learning for Scientific Discovery: An Application
in Simulating Lake Temperature Profiles},
journal = {CoRR},
volume = {abs/2001.11086},
year = {2020},
url = {https://arxiv.org/abs/2001.11086},
eprinttype = {arXiv},
eprint = {2001.11086},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-11086.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-01420,
author = {Jie Bu and
Mohannad Elhamod and
Christopher Singh and
Matthew Redell and
Wei{-}Cheng Lee and
Anuj Karpatne},
title = {Learning Neural Networks with Competing Physics Objectives: An Application
in Quantum Mechanics},
journal = {CoRR},
volume = {abs/2007.01420},
year = {2020},
url = {https://arxiv.org/abs/2007.01420},
eprinttype = {arXiv},
eprint = {2007.01420},
timestamp = {Mon, 06 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-01420.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-01423,
author = {M. Maruf and
Anuj Karpatne},
title = {Maximizing Cohesion and Separation in Graph Representation Learning:
{A} Distance-aware Negative Sampling Approach},
journal = {CoRR},
volume = {abs/2007.01423},
year = {2020},
url = {https://arxiv.org/abs/2007.01423},
eprinttype = {arXiv},
eprint = {2007.01423},
timestamp = {Mon, 06 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-01423.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-00067,
author = {Ioannis Papakis and
Abhijit Sarkar and
Anuj Karpatne},
title = {GCNNMatch: Graph Convolutional Neural Networks for Multi-Object Tracking
via Sinkhorn Normalization},
journal = {CoRR},
volume = {abs/2010.00067},
year = {2020},
url = {https://arxiv.org/abs/2010.00067},
eprinttype = {arXiv},
eprint = {2010.00067},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-00067.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/aw/TanSKK2019,
author = {Pang{-}Ning Tan and
Michael S. Steinbach and
Anuj Karpatne and
Vipin Kumar},
title = {Introduction to Data Mining (Second Edition)},
publisher = {Pearson},
year = {2019},
url = {https://www-users.cse.umn.edu/\%7Ekumar001/dmbook/index.php},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/books/aw/TanSKK2019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aimatters/McGovernLK19,
author = {Amy McGovern and
Iolanda Leite and
Anuj Karpatne},
title = {Welcome to {AI} matters 5(4)},
journal = {{AI} Matters},
volume = {5},
number = {4},
pages = {3--4},
year = {2019},
url = {https://doi.org/10.1145/3375637.3375638},
doi = {10.1145/3375637.3375638},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aimatters/McGovernLK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/KarpatneERBK19,
author = {Anuj Karpatne and
Imme Ebert{-}Uphoff and
Sai Ravela and
Hassan Ali Babaie and
Vipin Kumar},
title = {Machine Learning for the Geosciences: Challenges and Opportunities},
journal = {{IEEE} Trans. Knowl. Data Eng.},
volume = {31},
number = {8},
pages = {1544--1554},
year = {2019},
url = {https://doi.org/10.1109/TKDE.2018.2861006},
doi = {10.1109/TKDE.2018.2861006},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tkde/KarpatneERBK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/JiaWKKK19,
author = {Xiaowei Jia and
Mengdie Wang and
Ankush Khandelwal and
Anuj Karpatne and
Vipin Kumar},
editor = {Sarit Kraus},
title = {Recurrent Generative Networks for Multi-Resolution Satellite Data:
An Application in Cropland Monitoring},
booktitle = {Proceedings of the Twenty-Eighth International Joint Conference on
Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
2019},
pages = {2628--2634},
publisher = {ijcai.org},
year = {2019},
url = {https://doi.org/10.24963/ijcai.2019/365},
doi = {10.24963/IJCAI.2019/365},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcai/JiaWKKK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/JiaLKNKK19,
author = {Xiaowei Jia and
Sheng Li and
Ankush Khandelwal and
Guruprasad Nayak and
Anuj Karpatne and
Vipin Kumar},
editor = {Tanya Y. Berger{-}Wolf and
Nitesh V. Chawla},
title = {Spatial Context-Aware Networks for Mining Temporal Discriminative
Period in Land Cover Detection},
booktitle = {Proceedings of the 2019 {SIAM} International Conference on Data Mining,
{SDM} 2019, Calgary, Alberta, Canada, May 2-4, 2019},
pages = {513--521},
publisher = {{SIAM}},
year = {2019},
url = {https://doi.org/10.1137/1.9781611975673.58},
doi = {10.1137/1.9781611975673.58},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sdm/JiaLKNKK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/JiaNKKK19,
author = {Xiaowei Jia and
Guruprasad Nayak and
Ankush Khandelwal and
Anuj Karpatne and
Vipin Kumar},
editor = {Tanya Y. Berger{-}Wolf and
Nitesh V. Chawla},
title = {Classifying Heterogeneous Sequential Data by Cyclic Domain Adaptation:
An Application in Land Cover Detection},
booktitle = {Proceedings of the 2019 {SIAM} International Conference on Data Mining,
{SDM} 2019, Calgary, Alberta, Canada, May 2-4, 2019},
pages = {540--548},
publisher = {{SIAM}},
year = {2019},
url = {https://doi.org/10.1137/1.9781611975673.61},
doi = {10.1137/1.9781611975673.61},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sdm/JiaNKKK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/JiaWKRZSK19,
author = {Xiaowei Jia and
Jared Willard and
Anuj Karpatne and
Jordan S. Read and
Jacob Zwart and
Michael S. Steinbach and
Vipin Kumar},
editor = {Tanya Y. Berger{-}Wolf and
Nitesh V. Chawla},
title = {Physics Guided RNNs for Modeling Dynamical Systems: {A} Case Study
in Simulating Lake Temperature Profiles},
booktitle = {Proceedings of the 2019 {SIAM} International Conference on Data Mining,
{SDM} 2019, Calgary, Alberta, Canada, May 2-4, 2019},
pages = {558--566},
publisher = {{SIAM}},
year = {2019},
url = {https://doi.org/10.1137/1.9781611975673.63},
doi = {10.1137/1.9781611975673.63},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sdm/JiaWKRZSK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-01450,
author = {Saurabh Agrawal and
Saurabh Verma and
Anuj Karpatne and
Stefan Liess and
Snigdhansu Chatterjee and
Vipin Kumar},
title = {A Fast-Optimal Guaranteed Algorithm For Learning Sub-Interval Relationships
in Time Series},
journal = {CoRR},
volume = {abs/1906.01450},
year = {2019},
url = {http://arxiv.org/abs/1906.01450},
eprinttype = {arXiv},
eprint = {1906.01450},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-01450.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-02682,
author = {Arka Daw and
R. Quinn Thomas and
Cayelan C. Carey and
Jordan S. Read and
Alison P. Appling and
Anuj Karpatne},
title = {Physics-Guided Architecture {(PGA)} of Neural Networks for Quantifying
Uncertainty in Lake Temperature Modeling},
journal = {CoRR},
volume = {abs/1911.02682},
year = {2019},
url = {http://arxiv.org/abs/1911.02682},
eprinttype = {arXiv},
eprint = {1911.02682},
timestamp = {Mon, 11 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-02682.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-04240,
author = {Nikhil Muralidhar and
Jie Bu and
Ze Cao and
Long He and
Naren Ramakrishnan and
Danesh K. Tafti and
Anuj Karpatne},
title = {Physics-guided Design and Learning of Neural Networks for Predicting
Drag Force on Particle Suspensions in Moving Fluids},
journal = {CoRR},
volume = {abs/1911.04240},
year = {2019},
url = {http://arxiv.org/abs/1911.04240},
eprinttype = {arXiv},
eprint = {1911.04240},
timestamp = {Sun, 01 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-04240.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csur/AtluriKK18,
author = {Gowtham Atluri and
Anuj Karpatne and
Vipin Kumar},
title = {Spatio-Temporal Data Mining: {A} Survey of Problems and Methods},
journal = {{ACM} Comput. Surv.},
volume = {51},
number = {4},
pages = {83:1--83:41},
year = {2018},
url = {https://doi.org/10.1145/3161602},
doi = {10.1145/3161602},
timestamp = {Sat, 08 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csur/AtluriKK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/MuralidharIMKR18,
author = {Nikhil Muralidhar and
Mohammad Raihanul Islam and
Manish Marwah and
Anuj Karpatne and
Naren Ramakrishnan},
editor = {Naoki Abe and
Huan Liu and
Calton Pu and
Xiaohua Hu and
Nesreen K. Ahmed and
Mu Qiao and
Yang Song and
Donald Kossmann and
Bing Liu and
Kisung Lee and
Jiliang Tang and
Jingrui He and
Jeffrey S. Saltz},
title = {Incorporating Prior Domain Knowledge into Deep Neural Networks},
booktitle = {{IEEE} International Conference on Big Data {(IEEE} BigData 2018),
Seattle, WA, USA, December 10-13, 2018},
pages = {36--45},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/BigData.2018.8621955},
doi = {10.1109/BIGDATA.2018.8621955},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/MuralidharIMKR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-06095,
author = {Saurabh Agrawal and
Saurabh Verma and
Gowtham Atluri and
Anuj Karpatne and
Stefan Liess and
Angus W. MacDonald III and
Snigdhansu Chatterjee and
Vipin Kumar},
title = {Mining Sub-Interval Relationships In Time Series Data},
journal = {CoRR},
volume = {abs/1802.06095},
year = {2018},
url = {http://arxiv.org/abs/1802.06095},
eprinttype = {arXiv},
eprint = {1802.06095},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-06095.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-02880,
author = {Xiaowei Jia and
Anuj Karpatne and
Jared Willard and
Michael S. Steinbach and
Jordan S. Read and
Paul C. Hanson and
Hilary A. Dugan and
Vipin Kumar},
title = {Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems:
Application to Monitoring Water Temperature And Quality In Lakes},
journal = {CoRR},
volume = {abs/1810.02880},
year = {2018},
url = {http://arxiv.org/abs/1810.02880},
eprinttype = {arXiv},
eprint = {1810.02880},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-02880.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-13075,
author = {Xiaowei Jia and
Jared Willard and
Anuj Karpatne and
Jordan S. Read and
Jacob Zwart and
Michael S. Steinbach and
Vipin Kumar},
title = {Physics Guided RNNs for Modeling Dynamical Systems: {A} Case Study
in Simulating Lake Temperature Profiles},
journal = {CoRR},
volume = {abs/1810.13075},
year = {2018},
url = {http://arxiv.org/abs/1810.13075},
eprinttype = {arXiv},
eprint = {1810.13075},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-13075.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/KarpatneAFSBGSS17,
author = {Anuj Karpatne and
Gowtham Atluri and
James H. Faghmous and
Michael S. Steinbach and
Arindam Banerjee and
Auroop R. Ganguly and
Shashi Shekhar and
Nagiza F. Samatova and
Vipin Kumar},
title = {Theory-Guided Data Science: {A} New Paradigm for Scientific Discovery
from Data},
journal = {{IEEE} Trans. Knowl. Data Eng.},
volume = {29},
number = {10},
pages = {2318--2331},
year = {2017},
url = {https://doi.org/10.1109/TKDE.2017.2720168},
doi = {10.1109/TKDE.2017.2720168},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tkde/KarpatneAFSBGSS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/JiaHKKK17,
author = {Xiaowei Jia and
Yifan Hu and
Ankush Khandelwal and
Anuj Karpatne and
Vipin Kumar},
editor = {Jian{-}Yun Nie and
Zoran Obradovic and
Toyotaro Suzumura and
Rumi Ghosh and
Raghunath Nambiar and
Chonggang Wang and
Hui Zang and
Ricardo Baeza{-}Yates and
Xiaohua Hu and
Jeremy Kepner and
Alfredo Cuzzocrea and
Jian Tang and
Masashi Toyoda},
title = {Joint sparse auto-encoder: {A} semi-supervised spatio-temporal approach
in mapping large-scale croplands},
booktitle = {2017 {IEEE} International Conference on Big Data {(IEEE} BigData 2017),
Boston, MA, USA, December 11-14, 2017},
pages = {1173--1182},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/BigData.2017.8258043},
doi = {10.1109/BIGDATA.2017.8258043},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/JiaHKKK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KarpatneK17,
author = {Anuj Karpatne and
Vipin Kumar},
title = {Big Data in Climate: Opportunities and Challenges for Machine Learning},
booktitle = {Proceedings of the 23rd {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13
- 17, 2017},
pages = {21--22},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3097983.3105810},
doi = {10.1145/3097983.3105810},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/KarpatneK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/AgrawalAKHLCK17,
author = {Saurabh Agrawal and
Gowtham Atluri and
Anuj Karpatne and
William Haltom and
Stefan Liess and
Snigdhansu Chatterjee and
Vipin Kumar},
title = {Tripoles: {A} New Class of Relationships in Time Series Data},
booktitle = {Proceedings of the 23rd {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13
- 17, 2017},
pages = {697--706},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3097983.3098099},
doi = {10.1145/3097983.3098099},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/AgrawalAKHLCK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-11431,
author = {Anuj Karpatne and
William Watkins and
Jordan S. Read and
Vipin Kumar},
title = {Physics-guided Neural Networks {(PGNN):} An Application in Lake Temperature
Modeling},
journal = {CoRR},
volume = {abs/1710.11431},
year = {2017},
url = {http://arxiv.org/abs/1710.11431},
eprinttype = {arXiv},
eprint = {1710.11431},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-11431.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-04708,
author = {Anuj Karpatne and
Imme Ebert{-}Uphoff and
Sai Ravela and
Hassan Ali Babaie and
Vipin Kumar},
title = {Machine Learning for the Geosciences: Challenges and Opportunities},
journal = {CoRR},
volume = {abs/1711.04708},
year = {2017},
url = {http://arxiv.org/abs/1711.04708},
eprinttype = {arXiv},
eprint = {1711.04708},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-04708.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-04710,
author = {Gowtham Atluri and
Anuj Karpatne and
Vipin Kumar},
title = {Spatio-Temporal Data Mining: {A} Survey of Problems and Methods},
journal = {CoRR},
volume = {abs/1711.04710},
year = {2017},
url = {http://arxiv.org/abs/1711.04710},
eprinttype = {arXiv},
eprint = {1711.04710},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-04710.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05799,
author = {Ankush Khandelwal and
Anuj Karpatne and
Vipin Kumar},
title = {{ORBIT:} Ordering Based Information Transfer Across Space and Time
for Global Surface Water Monitoring},
journal = {CoRR},
volume = {abs/1711.05799},
year = {2017},
url = {http://arxiv.org/abs/1711.05799},
eprinttype = {arXiv},
eprint = {1711.05799},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-05799.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-07203,
author = {Xiaowei Jia and
Ankush Khandelwal and
Anuj Karpatne and
Vipin Kumar},
title = {Discovery of Shifting Patterns in Sequence Classification},
journal = {CoRR},
volume = {abs/1712.07203},
year = {2017},
url = {http://arxiv.org/abs/1712.07203},
eprinttype = {arXiv},
eprint = {1712.07203},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-07203.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/JiaCKK16,
author = {Xiaowei Jia and
Xi C. Chen and
Anuj Karpatne and
Vipin Kumar},
editor = {James Joshi and
George Karypis and
Ling Liu and
Xiaohua Hu and
Ronay Ak and
Yinglong Xia and
Weijia Xu and
Aki{-}Hiro Sato and
Sudarsan Rachuri and
Lyle H. Ungar and
Philip S. Yu and
Rama Govindaraju and
Toyotaro Suzumura},
title = {Identifying dynamic changes with noisy labels in spatial-temporal
data: {A} study on large-scale water monitoring application},
booktitle = {2016 {IEEE} International Conference on Big Data {(IEEE} BigData 2016),
Washington DC, USA, December 5-8, 2016},
pages = {1328--1333},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/BigData.2016.7840738},
doi = {10.1109/BIGDATA.2016.7840738},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/JiaCKK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/KarpatneKCMFK16,
author = {Anuj Karpatne and
Ankush Khandelwal and
Xi Chen and
Varun Mithal and
James H. Faghmous and
Vipin Kumar},
editor = {J{\"{o}}rg L{\"{a}}ssig and
Kristian Kersting and
Katharina Morik},
title = {Global Monitoring of Inland Water Dynamics: State-of-the-Art, Challenges,
and Opportunities},
booktitle = {Computational Sustainability},
series = {Studies in Computational Intelligence},
volume = {645},
pages = {121--147},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-31858-5\_7},
doi = {10.1007/978-3-319-31858-5\_7},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/sci/KarpatneKCMFK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KarpatneAFSBGSS16,
author = {Anuj Karpatne and
Gowtham Atluri and
James H. Faghmous and
Michael S. Steinbach and
Arindam Banerjee and
Auroop R. Ganguly and
Shashi Shekhar and
Nagiza F. Samatova and
Vipin Kumar},
title = {Theory-guided Data Science: {A} New Paradigm for Scientific Discovery},
journal = {CoRR},
volume = {abs/1612.08544},
year = {2016},
url = {http://arxiv.org/abs/1612.08544},
eprinttype = {arXiv},
eprint = {1612.08544},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/KarpatneAFSBGSS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cse/KarpatneL15,
author = {Anuj Karpatne and
Stefan Liess},
title = {A Guide to Earth Science Data: Summary and Research Challenges},
journal = {Comput. Sci. Eng.},
volume = {17},
number = {6},
pages = {14--18},
year = {2015},
url = {https://doi.org/10.1109/MCSE.2015.127},
doi = {10.1109/MCSE.2015.127},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cse/KarpatneL15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KarpatneK15,
author = {Anuj Karpatne and
Vipin Kumar},
editor = {Charu C. Aggarwal and
Zhi{-}Hua Zhou and
Alexander Tuzhilin and
Hui Xiong and
Xindong Wu},
title = {Adaptive Heterogeneous Ensemble Learning Using the Context of Test
Instances},
booktitle = {2015 {IEEE} International Conference on Data Mining, {ICDM} 2015,
Atlantic City, NJ, USA, November 14-17, 2015},
pages = {787--792},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICDM.2015.147},
doi = {10.1109/ICDM.2015.147},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KarpatneK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KarpatneK15a,
author = {Anuj Karpatne and
Vipin Kumar},
title = {Building Predictive Models for Noisy and Heterogeneous Data: An Application
in Global Monitoring of Inland Water Dynamics},
booktitle = {{IEEE} International Conference on Data Mining Workshop, {ICDMW} 2015,
Atlantic City, NJ, USA, November 14-17, 2015},
pages = {1530--1531},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICDMW.2015.217},
doi = {10.1109/ICDMW.2015.217},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KarpatneK15a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/KarpatneKK15,
author = {Anuj Karpatne and
Ankush Khandelwal and
Vipin Kumar},
editor = {Suresh Venkatasubramanian and
Jieping Ye},
title = {Ensemble Learning Methods for Binary Classification with Multi-modality
within the Classes},
booktitle = {Proceedings of the 2015 {SIAM} International Conference on Data Mining,
Vancouver, BC, Canada, April 30 - May 2, 2015},
pages = {730--738},
publisher = {{SIAM}},
year = {2015},
url = {https://doi.org/10.1137/1.9781611974010.82},
doi = {10.1137/1.9781611974010.82},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sdm/KarpatneKK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/DataKKBK14,
author = {Anuj Karpatne and
Ankush Khandelwal and
Shyam Boriah and
Vipin Kumar},
editor = {Mohammed Javeed Zaki and
Zoran Obradovic and
Pang{-}Ning Tan and
Arindam Banerjee and
Chandrika Kamath and
Srinivasan Parthasarathy},
title = {Predictive Learning in the Presence of Heterogeneity and Limited Training
Data},
booktitle = {Proceedings of the 2014 {SIAM} International Conference on Data Mining,
Philadelphia, Pennsylvania, USA, April 24-26, 2014},
pages = {253--261},
publisher = {{SIAM}},
year = {2014},
url = {https://doi.org/10.1137/1.9781611973440.29},
doi = {10.1137/1.9781611973440.29},
timestamp = {Fri, 06 Oct 2023 11:45:43 +0200},
biburl = {https://dblp.org/rec/conf/sdm/DataKKBK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/KhemchandaniKC13,
author = {Reshma Khemchandani and
Anuj Karpatne and
Suresh Chandra},
title = {Twin support vector regression for the simultaneous learning of a
function and its derivatives},
journal = {Int. J. Mach. Learn. Cybern.},
volume = {4},
number = {1},
pages = {51--63},
year = {2013},
url = {https://doi.org/10.1007/s13042-012-0072-1},
doi = {10.1007/S13042-012-0072-1},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mlc/KhemchandaniKC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/KhemchandaniKC13a,
author = {Reshma Khemchandani and
Anuj Karpatne and
Suresh Chandra},
title = {Proximal support tensor machines},
journal = {Int. J. Mach. Learn. Cybern.},
volume = {4},
number = {6},
pages = {703--712},
year = {2013},
url = {https://doi.org/10.1007/s13042-012-0132-6},
doi = {10.1007/S13042-012-0132-6},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mlc/KhemchandaniKC13a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/mmsd13/KarpatneFKSBMCKBSSKL13,
author = {Anuj Karpatne and
James H. Faghmous and
Jaya Kawale and
Luke Styles and
Mace Blank and
Varun Mithal and
Xi C. Chen and
Ankush Khandelwal and
Shyam Boriah and
Karsten Steinhaeuser and
Michael S. Steinbach and
Vipin Kumar and
Stefan Liess},
editor = {Charu C. Aggarwal},
title = {Earth Science Applications of Sensor Data},
booktitle = {Managing and Mining Sensor Data},
pages = {505--530},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-1-4614-6309-2\_15},
doi = {10.1007/978-1-4614-6309-2\_15},
timestamp = {Mon, 08 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/books/sp/mmsd13/KarpatneFKSBMCKBSSKL13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidu/KarpatneBLBSSK12,
author = {Anuj Karpatne and
Mace Blank and
Michael Lau and
Shyam Boriah and
Karsten Steinhaeuser and
Michael S. Steinbach and
Vipin Kumar},
title = {Importance of vegetation type in forest cover estimation},
booktitle = {2012 Conference on Intelligent Data Understanding, {CIDU} 2012, Boulder,
CO, USA, October 24-26, 2012},
pages = {71--78},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/CIDU.2012.6382203},
doi = {10.1109/CIDU.2012.6382203},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cidu/KarpatneBLBSSK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidu/ChenKCMLSBSKPKASC12,
author = {Xi C. Chen and
Anuj Karpatne and
Yashu Chamber and
Varun Mithal and
Michael Lau and
Karsten Steinhaeuser and
Shyam Boriah and
Michael S. Steinbach and
Vipin Kumar and
Christopher Potter and
Steven A. Klooster and
Teji Abraham and
J. D. Stanley and
Juan Carlos Castilla{-}Rubio},
title = {A new data mining framework for forest fire mapping},
booktitle = {2012 Conference on Intelligent Data Understanding, {CIDU} 2012, Boulder,
CO, USA, October 24-26, 2012},
pages = {104--111},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/CIDU.2012.6382190},
doi = {10.1109/CIDU.2012.6382190},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cidu/ChenKCMLSBSKPKASC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/KhemchandaniKC11,
author = {Reshma Khemchandani and
Anuj Karpatne and
Suresh Chandra},
title = {Generalized eigenvalue proximal support vector regressor},
journal = {Expert Syst. Appl.},
volume = {38},
number = {10},
pages = {13136--13142},
year = {2011},
url = {https://doi.org/10.1016/j.eswa.2011.04.121},
doi = {10.1016/J.ESWA.2011.04.121},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/KhemchandaniKC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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