1981 …2023

Research output per year

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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

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

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

Recurrent generative networks for multi-resolution satellite data: An application in cropland monitoring

Jia, X., Wang, M., Khandelwal, A., Karpatne, A. & Kumar, V., Jan 1 2019, Proceedings of the 28th International Joint Conference on Artificial Intelligence, IJCAI 2019. Kraus, S. (ed.). International Joint Conferences on Artificial Intelligence, p. 2628-2634 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2019-August).

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

1 Scopus citations

Spatial context-aware networks for mining temporal discriminative period in land cover detection

Jia, X., Li, S., Khandelwal, A., Nayak, G., Karpatne, A. & Kumar, V., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 513-521 9 p. (SIAM International Conference on Data Mining, SDM 2019).

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

6 Scopus citations

Spatio-temporal classification at multiple resolutions using multi-view regularization

Nayak, G., Ghosh, R., Jia, X., Mithal, V. & Kumar, V., 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. 4117-4120 4 p. 9006597. (Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019).

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

Towards robust and discriminative sequential data learning: When and how to perform adversarial training?

Jia, X., Li, S., Zhao, H., Kim, S. & Kumar, V., Jul 25 2019, KDD 2019 - Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1665-1673 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

Open Access
3 Scopus citations
2018

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

2017

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

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

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
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

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

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

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

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

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

2015

Clustering dynamic spatio-temporal patterns in the presence of noise and missing data

Chen, X. C., Faghmous, J. H., Khandelwal, A. & Kumar, V., Jan 1 2015, IJCAI 2015 - Proceedings of the 24th International Joint Conference on Artificial Intelligence. Wooldridge, M. & Yang, Q. (eds.). International Joint Conferences on Artificial Intelligence, p. 2575-2581 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2015-January).

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

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

From categorical to numerical: Multiple transitive distance learning and embedding

Zhang, K., Wang, Q., Chen, Z., Marsic, I., Kumar, V., Jiang, G. & Zhang, J., 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. 46-54 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).

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

18 Scopus citations

Rare class detection in networks

Subbian, K., Aggarwal, C. C., Srivastava, J. & 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. 406-414 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).

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

Response-guided community detection: Application to climate index discovery

Bello, G. A., Angus, M., Pedemane, N., Harlalka, J. K., Semazzi, F. H. M., Kumar, V. & Samatova, N. F., Jan 1 2015, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015. Costa, V. S., Soares, C., Appice, A., Appice, A., Rodrigues, P. P., Costa, V. S., Soares, C., Gama, J., Jorge, A., Rodrigues, P. P., Gama, J., Costa, V. S., Jorge, A., Appice, A., Rodrigues, P. P., Gama, J., Appice, A., Soares, C., Jorge, A., Gama, J., Rodrigues, P. P., Costa, V. S., Soares, C. & Jorge, A. (eds.). Springer- Verlag, p. 736-751 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9285).

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

4 Scopus citations
2014

Amb-EM: A SNP-based prediction of HLA alleles using ambiguous HLA Data

Paunić, V., Steinbach, M., Madbouly, A. & Kumar, V., Sep 20 2014, ACM BCB 2014 - 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. Association for Computing Machinery, Inc, p. 104-113 10 p. (ACM BCB 2014 - 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics).

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

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., 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. 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

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 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

4 Scopus citations

Online discovery of group level events in time series

Chen, X. C., Mueen, A., Narayanan, V. K., Karampatziakis, N., Bansal, G. & 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. 632-640 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 2).

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

4 Scopus citations

Predictive learning in the presence of heterogeneity and limited training data

Karpatne, A., Khandelwal, A., Boriah, S. & Kumar, V., Jan 1 2014, SIAM International Conference on Data Mining 2014, SDM 2014. Zaki, M. J., Banerjee, A., Parthasarathy, S., Ning-Tan, P., Obradovic, Z. & Kamath, C. (eds.). Society for Industrial and Applied Mathematics Publications, p. 253-261 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 1).

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

10 Scopus citations

Spatio-temporal consistency as a means to identify unlabeled objects in a continuous data field

Faghmous, J. H., Le, M., Nguyen, H. & Kumar, V., Jan 1 2014, Proceedings of the 28th AAAI Conference on Artificial Intelligence and the 26th Innovative Applications of Artificial Intelligence Conference and the 5th Symposium on Educational Advances in Artificial Intelligence. AI Access Foundation, p. 410-416 7 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 1).

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

5 Scopus citations
2013

Automatic detection and correction of multi-class classification errors using system whole-part relationships

Chen, Z., Jenkins, J., Choudhary, A., Rao, J., Semazzi, F., Melechko, A. V., Kumar, V. & Samatova, N. F., Jan 1 2013, SIAM International Conference on Data Mining 2013, SMD 2013. Society for Industrial and Applied Mathematics Publications, p. 494-502 9 p. (SIAM International Conference on Data Mining 2013, SMD 2013).

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

2 Scopus citations

Change detection from temporal sequences of class labels: Application to land cover change mapping

Mithal, V., Khandelwal, A., Boriah, S., Steinhaeuser, K. & Kumar, V., Jan 1 2013, Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013. Parthasarathy, S., Ghosh, J., Zhou, Z-H., Dy, J., Obradovic, Z. & Kamath, C. (eds.). Siam Society, p. 650-658 9 p. (Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013).

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

8 Scopus citations

Change detection from temporal sequences of class labels: Application to land cover change mapping

Mithal, V., Kharidelwal, A., Boriah, S., Steinhaeuser, K. & Kumar, V., Jan 1 2013, SIAM International Conference on Data Mining 2013, SMD 2013. Society for Industrial and Applied Mathematics Publications, p. 650-658 9 p. (SIAM International Conference on Data Mining 2013, SMD 2013).

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

Contextual time series change detection

Chen, X. C., Steinhaeuser, K., Boriah, S., Chatterjeey, S. & Kumar, V., Jan 1 2013, Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013. Parthasarathy, S., Ghosh, J., Zhou, Z-H., Dy, J., Obradovic, Z. & Kamath, C. (eds.). Siam Society, p. 503-511 9 p. (Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013).

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

12 Scopus citations

Contextual time serios change detection

Chen, X. C., Steinhaeuser, K., Boriah, S., Chatterjee, S. B. & Kumar, V., Jan 1 2013, SIAM International Conference on Data Mining 2013, SMD 2013. Society for Industrial and Applied Mathematics Publications, p. 503-511 9 p. (SIAM International Conference on Data Mining 2013, SMD 2013).

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

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
2012

A new data mining framework for forest fire mapping

Chen, X. C., Karpatne, A., Chamber, Y., Mithal, V., Lau, M., Steinhaeuser, K., Boriah, S., Steinbach, M. S., Kumar, V., Potter, C. S., Klooster, S. A., Abraham, T., Stanley, J. D. & Castilla-Rubio, J. C., Dec 1 2012, Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012. p. 104-111 8 p. 6382190. (Proceedings - 2012 Conference on Intelligent Data Understanding, CIDU 2012).

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

7 Scopus citations

A novel and scalable spatio-temporal technique for ocean eddy monitoring

Faghmous, J. H., Chamber, Y., Boriah, S., Liess, S., Kumar, V., Vikebø, F. & Dos Sontos Mesquita, M., Nov 7 2012, AAAI-12 / IAAI-12 - Proceedings of the 26th AAAI Conference on Artificial Intelligence and the 24th Innovative Applications of Artificial Intelligence Conference. p. 281-287 7 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 1).

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

9 Scopus citations

A pattern mining based integrative framework for biomarker discovery

Dey, S., Atluri, G., Steinbach, M. S., Lim, K. O., MacDonald, A. & Kumar, V., Nov 26 2012, 2012 ACM Conference on Bioinformatics, Computational Biology and Biomedicine, BCB 2012. p. 498-505 8 p. (2012 ACM Conference on Bioinformatics, Computational Biology and Biomedicine, BCB 2012).

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

2 Scopus citations

Approximate search on massive spatiotemporal datasets

Brugere, I., Steinhaeuser, K., Boriah, S. & Kumar, V., Dec 1 2012, Proceedings - 12th IEEE International Conference on Data Mining Workshops, ICDMW 2012. p. 773-780 8 p. 6406518. (Proceedings - 12th IEEE International Conference on Data Mining Workshops, ICDMW 2012).

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

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

16 Scopus citations