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  • Vipin Kumar
2016

Adaptive heterogeneous ensemble learning using the context of test instances

Karpatne, A. & Kumar, V., Jan 5 2016, Proceedings - 15th IEEE International Conference on Data Mining, ICDM 2015. Aggarwal, C., Zhou, Z-H., Tuzhilin, A., Xiong, H. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 787-792 6 p. 7373390. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2016-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

A general framework to increase the robustness of model-based change point detection algorithms to outliers and noise

Chen, X. C., Yao, Y., Shi, S., Chatterjee, S., Kumar, V. & Faghmous, J. H., Jan 1 2016, 16th SIAM International Conference on Data Mining 2016, SDM 2016. Venkatasubramanian, S. C. & Meira, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 162-170 9 p. (16th SIAM International Conference on Data Mining 2016, SDM 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Application of an ontology for characterizing data quality for a secondary use of EHR data

Johnson, S. G., Speedie, S., Simon, G., Kumar, V. & Westra, B. L., Feb 10 2016, In : Applied clinical informatics. 7, 1, p. 69-88 20 p.

Research output: Contribution to journalArticle

Open Access
13 Scopus citations

Building Predictive Models for Noisy and Heterogeneous Data: An Application in Global Monitoring of Inland Water Dynamics

Karpatne, A. & Kumar, V., Jan 29 2016, Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015. Wu, X., Tuzhilin, A., Xiong, H., Dy, J. G., Aggarwal, C., Zhou, Z-H. & Cui, P. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1530-1531 2 p. 7395852. (Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Causality-guided feature selection

Alzheimer’s Disease Neuroimaging Initiative, Jan 1 2016, Advanced Data Mining and Applications - 12th International Conference, ADMA 2016, Proceedings. Li, J., Li, X., Wang, S., Li, J. & Sheng, Q. Z. (eds.). Springer, p. 391-405 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10086 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Exploring the predictability of 30-day extreme precipitation occurrence using a global SST-SLP correlation network

Lu, M., Lall, U., Kawale, J., Liess, S. & Kumar, V., Jan 1 2016, In : Journal of Climate. 29, 3, p. 1013-1029 17 p.

Research output: Contribution to journalArticle

Open Access
13 Scopus citations

Forensic style analysis with survival trajectories

Yadav, P., Steinbach, M., Pruinelli, L., Westra, B., Delaney, C., Kumar, V. & Simon, G., Jan 5 2016, Proceedings - 15th IEEE International Conference on Data Mining, ICDM 2015. Aggarwal, C., Zhou, Z-H., Tuzhilin, A., Xiong, H. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1069-1074 6 p. 7373437. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2016-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Global monitoring of inland water dynamics: State-of-the-art, challenges, and opportunities

Karpatne, A., Khandelwal, A., Chen, X., Mithal, V., Faghmous, J. & Kumar, V., Jan 1 2016, Studies in Computational Intelligence. Springer Verlag, p. 121-147 27 p. (Studies in Computational Intelligence; vol. 645).

Research output: Chapter in Book/Report/Conference proceedingChapter

20 Scopus citations

Identifying dynamic changes with noisy labels in spatial-temporal data: A study on large-scale water monitoring application

Jia, X., Chen, X., Karpatne, A. & Kumar, V., Jan 1 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1328-1333 6 p. 7840738. (Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Learning large-scale plantation mapping from imperfect annotators

Jia, X., Khandelwal, A., Gerber, J. S., Carlson, K., West, P. & Kumar, V., Jan 1 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1192-1201 10 p. 7840723

Research output: Chapter in Book/Report/Conference proceedingConference contribution

14 Scopus citations

Monitoring land-cover changes: A machine-learning perspective

Karpatne, A., Jiang, Z., Vatsavai, R. R., Shekhar, S. & Kumar, V., Jun 2016, IEEE Geoscience and Remote Sensing Magazine, 4, 2, p. 8-21 14 p.

Research output: Contribution to specialist publicationArticle

29 Scopus citations

Online Change Detection Algorithm for Noisy Time-Series: An Application Tonear-Real Time Burned Area Mapping

Chen, X. C., Kumar, V. & Faghmous, J. H., Jan 29 2016, Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015. Wu, X., Tuzhilin, A., Xiong, H., Dy, J. G., Aggarwal, C., Zhou, Z-H. & Cui, P. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1536-1537 2 p. 7395855. (Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Post classification label refinement using implicit ordering constraint among data instances

Khandelwal, A., Mithal, V. & Kumar, V., Jan 5 2016, Proceedings - 15th IEEE International Conference on Data Mining, ICDM 2015. Aggarwal, C., Zhou, Z-H., Tuzhilin, A., Xiong, H. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 799-804 6 p. 7373392. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2016-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Scopus citations
Open Access
5 Scopus citations

The Brain-Network Paradigm: Using Functional Imaging Data to Study How the Brain Works

Atluri, G., MacDonald, A., Lim, K. O. & Kumar, V., Oct 2016, Computer, 49, 10, p. 65-71 7 p.

Research output: Contribution to specialist publicationArticle

11 Scopus citations

Truncation and constitutive activation of the androgen receptor by diverse genomic rearrangements in prostate cancer

Henzler, C., Li, Y., Yang, R., McBride, T., Ho, Y., Sprenger, C., Liu, G., Coleman, I., Lakely, B., Li, R., Ma, S., Landman, S. R., Kumar, V., Hwang, T. H., Raj, G. V., Higano, C. S., Morrissey, C., Nelson, P. S., Plymate, S. R. & Dehm, S. M., Nov 29 2016, In : Nature communications. 7, 13668.

Research output: Contribution to journalArticle

Open Access
65 Scopus citations

Type 2 diabetes mellitus trajectories and associated risks

Oh, W., Kim, E., Castro, M. R., Caraballo, P. J., Kumar, V., Steinbach, M. S. & Simon, G. J., Mar 1 2016, In : Big Data. 4, 1, p. 25-30 6 p.

Research output: Contribution to journalArticle

16 Scopus citations

Understanding dominant factors for precipitation over the great lakes region

Chatterjee, S., Liess, S., Banerjee, A. & Kumar, V., Jan 1 2016, 30th AAAI Conference on Artificial Intelligence, AAAI 2016. AAAI press, p. 3821-3827 7 p. (30th AAAI Conference on Artificial Intelligence, AAAI 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2017

An approach for global monitoring of surface water extent variations in reservoirs using MODIS data

Khandelwal, A., Karpatne, A., Marlier, M. E., Kim, J., Lettenmaier, D. P. & Kumar, V., Dec 1 2017, In : Remote Sensing of Environment. 202, p. 113-128 16 p.

Research output: Contribution to journalArticle

31 Scopus citations

A Teleconnection between the West Siberian Plain and the ENSO Region

Liess, S., Agrawal, S., Chatterjee, S. & Kumar, V., Jan 1 2017, In : Journal of Climate. 30, 1, p. 301-315

Research output: Contribution to journalArticle

8 Scopus citations

Big data in climate: Opportunities and challenges for machine learning

Karpatne, A. & Kumar, V., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 21-22 2 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Estimating Disease Onset Time by Modeling Lab Result Trajectories via Bayes Networks

Oh, W., Yadav, P., Kumar, V., Caraballo, P. J., Castro, M. R., Steinbach, M. S. & Simon, G. J., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Cummins, M., Facelli, J., Meixner, G., Giraud-Carrier, C. & Nakajima, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 374-379 6 p. 8031177. (Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Foreword

Kumar, V., Jan 1 2017, Large-Scale Machine Learning in the Earth Sciences. CRC Press, p. ix-x

Research output: Chapter in Book/Report/Conference proceedingForeword/postscript

High spatiotemporal resolution of river planform dynamics from landsat: The rivMAP toolbox and results from the Ucayali river

Schwenk, J., Khandelwal, A., Fratkin, M., Kumar, V. & Foufoula-Georgiou, E., Jan 1 2017, In : Earth and Space Science. 4, 2, p. 46-75 30 p.

Research output: Contribution to journalArticle

Open Access
25 Scopus citations

Incremental dual-memory LSTM in land cover prediction

Jia, X., Khandelwal, A., Nayak, G., Gerber, J. S., Carlson, K. M., West, P. & Kumar, V., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 867-876 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

20 Scopus citations

Joint sparse auto-encoder: A semi-supervised spatiooral approach in mapping large-scale croplands

Jia, X., Hu, Y., Khandelwal, A., Karpatne, A. & Kumar, V., Jul 1 2017, Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017. Nie, J-Y., Obradovic, Z., Suzumura, T., Ghosh, R., Nambiar, R., Wang, C., Zang, H., Baeza-Yates, R., Baeza-Yates, R., Hu, X., Kepner, J., Cuzzocrea, A., Tang, J. & Toyoda, M. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1173-1182 10 p. (Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Predict land covers with transition modeling and incremental learning

Jia, X., Khandelwal, A., Nayak, G., Gerber, J., Carlson, K., West, P. & Kumar, V., Jun 9 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 171-179 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

13 Scopus citations

Quantifying the effect of data quality on the validity of an eMeasure

Johnson, S. G., Speedie, S., Simon, G., Kumar, V. & Westra, B. L., Jan 1 2017, In : Applied clinical informatics. 8, 4, p. 1012-1021 10 p.

Research output: Contribution to journalArticle

Open Access
3 Scopus citations

RAPT: Rare Class Prediction in Absence of True Labels

Mithal, V., Nayak, G., Khandelwal, A., Kumar, V., Oza, N. C. & Nemani, R., Nov 1 2017, In : IEEE Transactions on Knowledge and Data Engineering. 29, 11, p. 2484-2497 14 p., 8010437.

Research output: Contribution to journalArticle

Open Access
8 Scopus citations

Theory-guided data science: A new paradigm for scientific discovery from data

Karpatne, A., Atluri, G., Faghmous, J., Steinbach, M., Banerjee, A., Ganguly, A., Shekhar, S., Samatova, N. & Kumar, V., Oct 1 2017, In : IEEE Transactions on Knowledge and Data Engineering. 29, 10, p. 2318-2331 14 p., 7959606.

Research output: Contribution to journalArticle

Open Access
74 Scopus citations

Tripoles: A new class of relationships in time series data

Agrawal, S., Atluri, G., Karpatne, A., Haltom, W., Liess, S., Chatterjee, S. B. & Kumar, V., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 697-706 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations
2018

A cautionary note on decadal sea level pressure predictions from GCMs

Liess, S., Snyder, P. K., Kumar, A. & Kumar, V., Mar 2018, In : Advances in Climate Change Research. 9, 1, p. 43-56 14 p.

Research output: Contribution to journalArticle

Open Access

Classifying multivariate time series by learning sequence-level discriminative patterns

Nayak, G., Mithal, V., Jia, X. & Kumar, V., Jan 1 2018, p. 252-260. 9 p.

Research output: Contribution to conferencePaper

4 Scopus citations

Delay Within the 3-Hour Surviving Sepsis Campaign Guideline on Mortality for Patients With Severe Sepsis and Septic Shock

Pruinelli, L., Westra, B. L., Yadav, P., Hoff, A., Steinbach, M., Kumar, V., Delaney, C. W. & Simon, G., Apr 1 2018, In : Critical care medicine. 46, 4, p. 500-505 6 p.

Research output: Contribution to journalArticle

42 Scopus citations

Don't do imputation: Dealing with informative missing values in EHR data analysis

Li, J., Wang, M., Steinbach, M. S., Kumar, V. & Simon, G. J., Dec 24 2018, Proceedings - 9th IEEE International Conference on Big Knowledge, ICBK 2018. Soon, O. Y., Chen, H., Wu, X. & Aggarwal, C. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 415-422 8 p. 00062. (Proceedings - 9th IEEE International Conference on Big Knowledge, ICBK 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Heterogeneous Metric Learning of Categorical Data with Hierarchical Couplings

Zhu, C., Cao, L., Liu, Q., Yin, J. & Kumar, V., Jul 1 2018, In : IEEE Transactions on Knowledge and Data Engineering. 30, 7, p. 1254-1267 14 p.

Research output: Contribution to journalArticle

16 Scopus citations

Mapping burned areas in tropical forests using a novel machine learning framework

Mithal, V., Nayak, G., Khandelwal, A., Kumar, V., Nemani, R. & Oza, N. C., Jan 1 2018, In : Remote Sensing. 10, 1, 69.

Research output: Contribution to journalArticle

Open Access
6 Scopus citations

Mining electronic health records (EHRs): A survey

Yadav, P., Steinbach, M., Kumar, V. & Simon, G., Jan 2018, In : ACM Computing Surveys. 50, 6, 85.

Research output: Contribution to journalReview article

38 Scopus citations

Spatio-temporal data mining: A survey of problems and methods

Atluri, G., Karpatne, A. & Kumar, V., Jul 2018, In : ACM Computing Surveys. 51, 4, 3161602.

Research output: Contribution to journalReview article

33 Scopus citations
2019

An intelligent interface for integrating climate, hydrology, agriculture, and socioeconomic models

Garijo, D., Khider, D., Ratnakar, V., Gil, Y., Deelman, E., Da Silva, R. F., Knoblock, C., Chiang, Y. Y., Pham, M., Pujara, J., Vu, B., Feldman, D., Mayani, R., Cobourn, K., Duffy, C., Kemanian, A., Shu, L., Kumar, V., Khandelwal, A., Tayal, K. & 5 others, Peckham, S., Stoica, M., Dabrowski, A., Hardesty-Lewis, D. & Pierce, S., Mar 16 2019, Proceedings of the 24th International Conference on Intelligent User Interfaces, IUI 2019. Association for Computing Machinery, p. 111-112 2 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Classifying heterogeneous sequential data by cyclic domain adaptation: An application in land cover detection

Jia, X., Nayak, G., Khandelwal, A., Karpatne, A. & Kumar, V., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 540-548 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
3 Scopus citations

Discovering genetic interactions bridging pathways in genome-wide association studies

Fang, G., Wang, W., Paunic, V., Heydari, H., Costanzo, M., Liu, X., Liu, X., VanderSluis, B., Oately, B., Steinbach, M., Van Ness, B., Schadt, E. E., Pankratz, N. D., Boone, C., Kumar, V. & Myers, C. L., Dec 1 2019, In : Nature communications. 10, 1, 4274.

Research output: Contribution to journalArticle

Open Access

Evaluating the impact of data representation on EHR-based analytic tasks

Oh, W., Steinbach, M. S., Regina Castro, M., Peterson, K. A., Kumar, V., Caraballo, P. J. & Simona, G. J., Aug 21 2019, MEDINFO 2019: Health and Wellbeing e-Networks for All - Proceedings of the 17th World Congress on Medical and Health Informatics. Seroussi, B., Ohno-Machado, L., Ohno-Machado, L. & Seroussi, B. (eds.). IOS Press, p. 288-292 5 p. (Studies in Health Technology and Informatics; vol. 264).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Frequent Causal Pattern Mining: A Computationally Efficient Framework for Estimating Bias-Corrected Effects

Yadav, P., Steinbach, M., Castro, M. R., Caraballo, P. J., Kumar, V. & Simon, G., Dec 2019, Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019. Baru, C., Huan, J., Khan, L., Hu, X. T., Ak, R., Tian, Y., Barga, R., Zaniolo, C., Lee, K. & Ye, Y. F. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1981-1990 10 p. 9005977. (Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Intelligent systems for geosciences: An essential research agenda

Gil, Y., Pierce, S. A., Babaie, H., Banerjee, A., Borne, K., Bust, G., Cheatham, M., Ebert-Uphoff, I., Gomes, C., Hill, M., Horel, J., Hsu, L., Kinter, J., Knoblock, C., Krum, D., Kumar, V., Lermusiaux, P., Liu, Y., North, C., Pankratius, V. & 8 others, Peters, S., Plale, B., Pope, A., Ravela, S., Restrepo, J., Ridley, A., Samet, H. & Shekhar, S., Jan 2019, In : Communications of the ACM. 62, 1, p. 76-84 9 p.

Research output: Contribution to journalReview article

Open Access
3 Scopus citations

Machine Learning for the Geosciences: Challenges and Opportunities

Karpatne, A., Ebert-Uphoff, I., Ravela, S., Babaie, H. A. & Kumar, V., Aug 1 2019, In : IEEE Transactions on Knowledge and Data Engineering. 31, 8, p. 1544-1554 11 p., 8423072.

Research output: Contribution to journalArticle

24 Scopus citations

Physics guided RNNs for modeling dynamical systems: A case study in simulating lake temperature profiles

Jia, X., Willard, J., Karpatne, A., Read, J., Zwart, J., Steinbach, M. S. & Kumar, V., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 558-566 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Scopus citations

Process-Guided Deep Learning Predictions of Lake Water Temperature

Read, J. S., Jia, X., Willard, J., Appling, A. P., Zwart, J. A., Oliver, S. K., Karpatne, A., Hansen, G. J. A., Hanson, P. C., Watkins, W., Steinbach, M. & Kumar, V., Nov 1 2019, In : Water Resources Research. 55, 11, p. 9173-9190 18 p.

Research output: Contribution to journalArticle

Open Access
1 Scopus citations