Dr. Hillol Kargupta

Role: Investigator
Affiliation: UMBC
Title: Professor
Company: University of Maryland, Baltimore County
Department: Computer Science and Electrical Engineering
Email: hillok AT cs DOT umbc DOT edu
Hillol Kargupta is an Associate Professor at the Department of Computer Science and Electrical Engineering, University of Maryland Baltimore County. He received his Ph.D. in Computer Science from University of Illinois at Urbana-Champaign in 1996. He is also a co-founder of AGNIK LLC, a ubiquitous data analytics company. His research interests include mobile and distributed data mining, mining in sensor networks, peer-to-peer data mining, privacy-preserving data mining, vehicular sensor networks.

Author of 22 resources

  1. Kamalika Das, Kanishka Bhaduri, Hillol Kargupta, "Privacy Preserving Local Asynchronous Algorithm for Feature Selection in a Peer-to-Peer Network", Article, Knowledge and Information Systems, July 20, 2010.
  2. Sandipan Dey, Kanishka Bhaduri, Hillol Kargupta, "Large-Scale Data Mining in Peer-to-peer Networks", InBook, Machine Learning on Very Large Data Sets, July 19, 2010.
  3. Hillol Kargupta, Chris Giannella, Kirk Borne, Wesley Griffin, Sugandha Arora, Kanishka Bhaduri, Kamalika Das, "Scalable Distributed Change Detection from Astronomy Data Streams using Local, Asynchronous Eigen Monitoring Algorithms", Article, Ninth SIAM International Conference on Data Mining (SDM), November 01, 2009, 553 downloads.
  4. Kamalika Das, Kanishka Bhaduri, Hillol Kargupta, "A Distributed Asynchronous Local Algorithm using Multi-party Optimization based Privacy Preservation", InProceedings, Proceedings of the 2009 IEEE International Conference on Peer-to-Peer Computing, September 09, 2009.
  5. Kamalika Das, Hillol Kargupta, "A Local Distributed Peer-to-Peer Data Mining Algorithm Using Multi-Party Optimization Based Privacy Preservation", InProceedings, International Conference on Peer-to-Peer Computing, September 08, 2009.
  6. Souptik Datta, Hillol Kargupta, "A communication efficient probabilistic algorithm for mining frequent itemsets from a peer-to-peer network", Article, Statitical Analysis and Data Mining, July 01, 2009.
  7. Ran Wolff, Kanishka Bhaduri, Hillol Kargupta, "A Generic Local Algorithm for Mining Data Streams in Large Distributed Systems", Article, IEEE Transactions on Knowledge and Data Engineering, April 01, 2009, 453 downloads.
  8. Kamalika Das, Hillol Kargupta, Kanishka Bhaduri, "Privacy Preserving Local Asynchronous Algorithm for Feature Selection in a Peer-to-Peer Network", Article, November 30, 2008.
  9. Kamalika Das, Kanishka Bhaduri, Sugandha Arora, Wesley Griffin, Kirk Borne, Chris Giannella, Hillol Kargupta, "Scalable Distributed Change Detection from Astronomy Data Streams using Local, Asynchronous Eigen Monitoring Algorithms", Article, 2009 SIAM Data Mining Conference, November 30, 2008.
  10. Kanishka Bhaduri, Ran Wolff, Chris Giannella, Hillol Kargupta, "Distributed Decision Tree Induction in Peer-to-Peer Systems", InProceedings, Statistical Analysis and Data Mining Journal, November 18, 2008, 441 downloads.
  11. Kun Liu, Kamalika Das, Tyrone Grandison, Hillol Kargupta, "Preserving Data Analysis on Graphs and Social Networks", Article, Next Generation Data Mining. Edited by Hillol Kargupta, Jiawei Han, Philip Yu, Rajeev Motwani, and Vipin Kumar, CRC Press, 2008, November 18, 2008.
  12. Souptik Datta , Chris Giannella, Hillol Kargupta, "Approximate K-means Clustering in Peer-to-Peer Networks", InProceedings, IEEE Transactions on Knowledge and Data Engineering., October 18, 2008.
  13. Kun Liu, Chris Giannella, Hillol Kargupta, "On the Privacy of Euclidean Distance Preserving Data Perturbations", InProceedings, IEEE Transactions on Knowledge and Data Engineering, October 18, 2008.
  14. Hillol Kargupta, Christopher W. Clifton, Jiawei Han, "MURI — Information Management Group", Presentation, September 13, 2008, 2255 downloads.
  15. Kamalika Das, Hillol Kargupta, "Privacy Preserving Distributed Data Mining: A Game-Theoretic Approach", Poster, September 11, 2008, 1004 downloads.
  16. Kanishka Bhaduri, Hillol Kargupta, "A Scalable Local Algorithm for Distributed Multivariate Regression", InProceedings, August 18, 2008, 459 downloads.
  17. Kamalika Das, Kanishka Bhaduri, Kun Liu, Hillol Kargupta, "Distributed Identification of Top-/l/ Inner Product Elements and its Application in a Peer-to-Peer Network", Article, Transactions on Knowledge and Data Engineering. Volume 20, Issue 4, pp. 475-488, April 18, 2008.
  18. Hillol Kargupta, Kun Liu, Kamalika Das, Kanishka Bhaduri, "Distributed Identification of Top-l Inner Product Elements and its Application in a Peer-to-Peer Network", Article, IEEE Transactions on Knowledge and Data Engineering., April 02, 2008, 402 downloads.
  19. Kamalika Das, Hillol Kargupta, "A Game Theoretic Framework for Distributed Privacy Preserving Data Mining", Article, February 18, 2008.
  20. Sourav Mukherjee, Hillol Kargupta, "Distributed Probabilistic Inferencing in Sensor Networks using Variational Approximation", InProceedings, Journal of Parallel and Distributed Computing (JPDC), January 18, 2008, 381 downloads.
  21. Kanishka Bhaduri, Kamalika Das, Hillol Kargupta, "Peer-to-Peer Data Mining", Article, Autonomous Intelligent Systems: Agents and Data Mining. V. Gorodetsky, C. Zhang, V. Skormin, L. Cao (Editors), LNAI 4476, Springer. pp. 1-10. 2007, November 18, 2007.
  22. Hillol Kargupta, Kamalika Das, Kun Liu, "A Game Theoretic Approach toward Multi-Party Privacy-Preserving Distributed Data Mining", Proceedings, Proceedings of the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 2007, Pages 523-531, Springer Berlin / Heidelberg, September 18, 2007.

Editor of 1 resource

  1. "An efficient local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks", InProceedings, SIAM International Conference on Data Mining, April 24, 2008, 342 downloads.