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  • Vipin Kumar

Different modes of variability over the Tasman Sea: Implications for regional climate

Liess, S., Kumar, A., Snyder, P. K., Kawale, J., Steinhaeuser, K., Semazzi, F. H. M., Ganguly, A. R., Samatova, N. F. & Kumar, V., Jan 1 2014, In : Journal of Climate. 27, 22, p. 8466-8486 21 p.

Research output: Contribution to journalArticle

8 Scopus citations

Discovering dynamic dipoles in climate data

Kawale, J., Steinbach, M. S. & Kumar, V., 2011, Proceedings of the 11th SIAM International Conference on Data Mining, SDM 2011. Society for Industrial and Applied Mathematics Publications, p. 107-118 12 p. (Proceedings of the 11th SIAM International Conference on Data Mining, SDM 2011).

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

Open Access
20 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
1 Scopus citations

Discovering groups of time series with similar behavior in multiple small intervals of time

Atluri, G., Steinbach, M., Lim, K. O., MacDonald, A. & Kumar, V., 2014, SIAM International Conference on Data Mining 2014, SDM 2014. Ning-Tan, P., Banerjee, A., Parthasarathy, S., Obradovic, Z., Kamath, C. & Zaki, M. (eds.). Society for Industrial and Applied Mathematics Publications, p. 1001-1009 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 2).

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

3 Scopus citations

Discovery of error-tolerant biclusters from noisy gene expression data.

Gupta, R., Rao, N. & Kumar, V., 2011, In : BMC bioinformatics. 12 Suppl 12, p. S1 S1.

Research output: Contribution to journalArticle

11 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

Earth science applications of sensor data

Karpatne, A., Faghmous, J. H., Kawale, J., Styles, L., Blank, M., Mithal, V., Chen, X., Khandelwal, A., Boriah, S., Steinhaeuser, K., Steinbach, M. S., Kumar, V. & Liess, S., Jul 1 2013, Managing and Mining Sensor Data. Springer US, Vol. 9781461463092. p. 505-530 26 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

5 Scopus citations

EddyScan: A physically consistent ocean eddy monitoring application

Faghmous, J. H., Styles, L., Mithal, V., Boriah, S., Liess, S., Kumar, V., Vikebo, F. & Mesquita, M. D. S., Dec 1 2012, Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012. p. 96-103 8 p. 6382189. (Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012).

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

17 Scopus citations

Efficient algorithms for computing with protein-based volumetric memory processors

Rajasekaran, S., Kundeti, V., Birge, R., Kumar, V. & Sahni, S., Jul 1 2011, In : IEEE Transactions on Nanotechnology. 10, 4, p. 881-890 10 p., 5608504.

Research output: Contribution to journalArticle

4 Scopus citations

Ensemble learning methods for binary classification with multi-modality within the classes

Karpatne, A., Khandelwa, A. & Kumar, V., Jan 1 2015, SIAM International Conference on Data Mining 2015, SDM 2015. Ye, J. & Venkatasubramanian, S. (eds.). Society for Industrial and Applied Mathematics Publications, p. 730-738 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).

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

9 Scopus citations

Erratum: Genome-wide mapping of methylated adenine residues in pathogenic Escherichia coli using single-molecule real-time sequencing (Nature Biotechnology (2012) 30 (1232-1239))

Fang, G., Munera, D., Friedman, D. I., Mandlik, A., Chao, M. C., Banerjee, O., Feng, Z., Losic, B., Mahajan, M. C., Jabado, O. J., Deikus, G., Clark, T. A., Luong, K., Murray, I. A., Davis, B. M., Keren-Paz, A., Chess, A., Roberts, R. J., Korlach, J., Turner, S. W. & 3 others, Kumar, V., Waldor, M. K. & Schadt, E. E., Jun 1 2013, In : Nature biotechnology. 31, 6, 1 p.

Research output: Contribution to journalComment/debate

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

Open Access
1 Scopus citations

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

Evaluation of label dependency for the prediction of HLA genes

Paunić, V., Steinbach, M., Madbouly, A. & Kumar, V., Nov 28 2013, 2013 ACM Conference on Bioinformatics, Computational Biology and Biomedical Informatics, ACM-BCB 2013. p. 296-305 10 p. (2013 ACM Conference on Bioinformatics, Computational Biology and Biomedical Informatics, ACM-BCB 2013).

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
14 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

7 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

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

From categorical to numerical: Multiple transitive distance learning and embedding

Zhang, K., Wang, Q., Chen, Z., Marsic, I., Kumar, V., Jiang, G. & Zhang, J., 2015, SIAM International Conference on Data Mining 2015, SDM 2015. Venkatasubramanian, S. & Ye, J. (eds.). Society for Industrial and Applied Mathematics Publications, p. 46-54 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).

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

20 Scopus citations

Genome-wide mapping of methylated adenine residues in pathogenic Escherichia coli using single-molecule real-time sequencing

Fang, G., Munera, D., Friedman, D. I., Mandlik, A., Chao, M. C., Banerjee, O., Feng, Z., Losic, B., Mahajan, M. C., Jabado, O. J., Deikus, G., Clark, T. A., Luong, K., Murray, I. A., Davis, B. M., Keren-Paz, A., Chess, A., Roberts, R. J., Korlach, J., Turner, S. W. & 3 others, Kumar, V., Waldor, M. K. & Schadt, E. E., Dec 2012, In : Nature biotechnology. 30, 12, p. 1232-1239 8 p.

Research output: Contribution to journalArticle

196 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

22 Scopus citations

Gopher: Global observation of Planetary Health and Ecosystem Resources

Garg, A., Mithal, V., Chamber, Y., Brugere, I., Chaudhari, V., Dunham, M., Krishna, V., Krishnamurthy, S., Vangala, S., Boriah, S., Steinbach, M., Kumar, V., Cho, A., Stanley, J. D., Abraham, T., Castilla-Rubio, J. C., Potter, C. & Klooster, S., Nov 16 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011 - Proceedings. p. 1449-1452 4 p. 6049339. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

3 Scopus citations

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
40 Scopus citations

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
26 Scopus citations

Identification of co-occurring insertions in cancer genomes using association analysis

Steinbach, M., Landman, S., Kumar, V. & Yu, H., 2014, In : International Journal of Data Mining and Bioinformatics. 10, 1, p. 65-82 18 p.

Research output: Contribution to journalArticle

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

Importance of vegetation type in forest cover estimation

Karpatne, A., Blank, M., Lau, M., Boriah, S., Steinhaeuser, K., Steinbach, M. S. & Kumar, V., Dec 1 2012, Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012. p. 71-78 8 p. 6382203. (Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012).

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

3 Scopus citations

Incorporating natural variation into time series-based land cover change identification

Mithal, V., Garg, A., Brugere, I., Boriah, S., Kumar, V., Steinbach, M. S., Potter, C. & Klooster, S., Dec 1 2011, Proceedings of the 2011 Conference on Intelligent Data Understanding, CIDU 2011. p. 45-59 15 p.

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

11 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

26 Scopus citations

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
5 Scopus citations

Interactions between teleconnections

Kawale, J., Liess, S., Steinbach, M., Snyder, P. & Kumar, V., Dec 1 2011, Proceedings of the 2011 Conference on Intelligent Data Understanding, CIDU 2011. p. 282-283 2 p.

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

Interpretable predictive models for knowledge discovery from home-care electronic health records

Westra, B. L., Dey, S., Fang, G., Steinbach, M. S., Kumar, V., Oancea, C., Savik, K. & Dierich, M. T., Mar 2011, In : Journal of healthcare engineering. 2, 1, p. 55-74 20 p.

Research output: Contribution to journalArticle

12 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

Large-scale integrative network-based analysis identifies common pathways disrupted by copy number alterations across cancers

Hwang, T. H., Atluri, G., Kuang, R., Kumar, V., Starr, T., Silverstein, K. A. T., Haverty, P. M., Zhang, Z. & Liu, J., Jan 1 2013, In : BMC Genomics. 14, 1, 440.

Research output: Contribution to journalArticle

20 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

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

33 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
9 Scopus citations

Memory-efficient query-driven community detection with application to complex disease associations

Harenberg, S., Seay, R. G., Ranshous, S., Padmanabhan, K., Harlalka, J. K., Schendel, E. R., O'Brien, M. P., Chirkova, R. Y., Hendrix, W., Choudhary, A. N., Kumar, V., Doraiswamy, M. & Samatova, N. F., Jan 1 2014, SIAM International Conference on Data Mining 2014, SDM 2014. Ning-Tan, P., Banerjee, A., Parthasarathy, S., Obradovic, Z., Kamath, C. & Zaki, M. (eds.). Society for Industrial and Applied Mathematics Publications, p. 1010-1018 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 2).

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

1 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

46 Scopus citations

Mining interpretable and predictive diagnosis codes from multi-source electronic health records

Dey, S., Simon, G., Westra, B., Steinbach, M. & Kumar, V., Jan 1 2014, SIAM International Conference on Data Mining 2014, SDM 2014. Ning-Tan, P., Banerjee, A., Parthasarathy, S., Obradovic, Z., Kamath, C. & Zaki, M. (eds.). Society for Industrial and Applied Mathematics Publications, p. 1055-1063 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 2).

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

5 Scopus citations

Mining low-support discriminative patterns from dense and high-dimensional data

Fang, G., Pandey, G., Wang, W., Gupta, M., Steinbach, M. & Kumar, V., Jan 2 2012, In : IEEE Transactions on Knowledge and Data Engineering. 24, 2, p. 279-294 16 p., 5645630.

Research output: Contribution to journalArticle

30 Scopus citations

Mining patterns associated with mobility outcomes in home healthcare

Dey, S., Cooner, J., Delaney, C. W., Fakhoury, J., Kumar, V., Simon, G., Steinbach, M., Weed, J. & Westra, B. L., Jan 1 2015, In : Nursing research. 64, 4, p. 235-245 11 p.

Research output: Contribution to journalArticle

4 Scopus citations

Mining time-lagged relationships in spatio-temporal climate data

Kawale, J., Liess, S., Kumar, V., Lall, U. & Ganguly, A., Dec 1 2012, Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012. p. 130-135 6 p. 6382194

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

4 Scopus citations

Modeling kinetic rate variation in third generation DNA sequencing data to detect putative modifications to DNA bases

Schadt, E. E., Banerjee, O., Fang, G., Feng, Z., Wong, W. H., Zhang, X., Kislyuk, A., Clark, T. A., Luong, K., Keren-Paz, A., Chess, A., Kumar, V., Chen-Plotkin, A., Sondheimer, N., Korlach, J. & Kasarskis, A., Jan 2013, In : Genome research. 23, 1, p. 129-141 13 p.

Research output: Contribution to journalArticle

54 Scopus citations

Monitoring global forest cover using data mining

Mithal, V., Garg, A., Boriah, S., Steinbach, M., Kumar, V., Potter, C., Klooster, S. & Castilla-Rubio, J. C., Jul 1 2011, In : ACM Transactions on Intelligent Systems and Technology. 2, 4, 36.

Research output: Contribution to journalReview article

23 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

32 Scopus citations

Multiple hypothesis object tracking for unsupervised self-learning: An ocean eddy tracking application

Faghmous, J. H., Uluyol, M., Styles, L., Le, M., Mithal, V., Boriah, S. & Kumar, V., Dec 1 2013, Proceedings of the 27th AAAI Conference on Artificial Intelligence, AAAI 2013. p. 1277-1283 7 p. (Proceedings of the 27th AAAI Conference on Artificial Intelligence, AAAI 2013).

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

10 Scopus citations

Nonoccurring Behavior Analytics: A New Area

Cao, L., Yu, P. S. & Kumar, V., Nov 1 2015, In : IEEE Intelligent Systems. 30, 6, p. 4-11 8 p., 7320915.

Research output: Contribution to journalComment/debate

13 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