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Project Name : Peer-to-Peer Web Mining
Supervisor : Dr. Hillol Kargupta, University of Maryland, Baltimore County
Funded By :
Spring 2006 - Present
Project Name : Peer-to-Peer Regression Analysis
Supervisor : Dr. Hillol Kargupta, University of Maryland, Baltimore County
Funded By :
Dec 2006 - Present
Project Name : Peer-to-Peer Data Mining
Supervisor :
Ran Wolff and Dr.
Hillol Kargupta, University of Maryland, Baltimore
County
Funded By : NSF
Summer 2005 - Present
Project Name : Computation in Gene Expression and
Quasi-Linear Function Representation Supervisor : Dr.
Hillol Kargupta, University of Maryland, Baltimore
County
Funded By : NSF Summer 2004 - Present
Project Name : Privacy Preserving Random Encoding
Techniques Supervisor : Dr.
Hillol Kargupta, University of Maryland, Baltimore
County
Course : Foundations of Data Mining,
University of Maryland, Baltimore County Spring
2005
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Project Name : MPEG-4 Video Encoding Techniques Supervisor : Dr.
Dilip Sarkar, University of Miami
Course : Advanced Multimedia Spring 2004
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Project Name : A Java swing based Image Editing
Software Supervisor : Dr.
Dilip Sarkar, University of Miami
Course : Multimedia Systems Fall 2003
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Project Name : Animation of the Human Hair Supervisor : Dr.
Victor Milenkovic,
University of Miami
Fall 2003 - Spring 2004
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Project Name : Simulation of Dendritic
Microstructures Supervisor : Dr. Suman
Chakraborty, Indian Institute of Technology,
Kharagpur
Funded By : General Motors R & D Division,
USA
Summer 2003
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Journals:
- K. Bhaduri, H. Kargupta. A Scalable Local Algorithm for Distributed Multivariate Regression.
Statistical Analysis and Data Mining Journal (accepted in press). 2008. [pdf]
- K. Bhaduri, R. Wolff, C. Giannella, H. Kargupta. Distributed Decision Tree Induction in Peer-to-Peer
Systems. Statistical Analysis and Data Mining. Volume 1, Issue 2, pp. 85-103. June 2008. [pdf]
- K. Das, K. Bhaduri, K. Liu, H. Kargupta. Distributed Identification of Top-l Inner Product Elements and its
Application in a Peer-to-Peer Network. IEEE Transactions on Knowledge and
Data Engineering. Volume 20, Issue 4, pp. 475-488. April 2008. [pdf]
- K. Liu, K. Bhaduri, K. Das, P. Nguyen, H. Kargupta. Client-side Web Mining for Community Formation
in Peer-to-Peer Environments. SIGKDD Explorations. Volume 8, Issue 2, pp. 11-20. December 2006. [pdf]
- R. Wolff, K. Bhaduri, H. Kargupta. A Generic Local Algorithm for Mining Data
Streams in Large Distributed Systems. 2006. (In communication)
Conferences:
- K. Das, K. Bhaduri, H. Kargupta. A Distributed Privacy Preserving Local Algorithm for Peer-to-Peer Data Mining. (In Communication). 2008.
- K. Bhaduri, H. Kargupta. An Efficient Local Algorithm for Distributed Multivariate
Regression in Peer-to-Peer Networks. SIAM International Conference on Data Mining, Atlanta, Georgia. pp. 153-164. 2008. (Best of SDM'08). [pdf]
- R. Wolff, K. Bhaduri, H. Kargupta.
Local L2 Thresholding Based Data Mining in Peer-to-Peer
Systems. SIAM International Conference in Data Mining, Bethesda, Maryland, USA. pp. 430-441. 2006. [pdf]
Workshops:
- K. Liu, K Bhaduri, K. Das, P. Nguyen, H. Kargupta. Client-side Web Mining for Community Formation in Peer-to-Peer Environments. SIGKDD workshop on web usage and analysis (WebKDD). Philadelphia, Pennsylvania, USA. 2006. [pdf]
(Selected as the most interesting paper from the WebKDD workshop)
Invited:
- S. Datta, K. Bhaduri, C. Giannella, R. Wolff, H. Kargupta. Distributed Data Mining in Peer-to-Peer Networks. IEEE Internet
Computing special issue on Distributed Data Mining. Volume 10, Number 4, pp. 18-26. 2006. [pdf]
- K. Bhaduri, K. Das, K. SivaKumar, H. Kargupta, R. Wolff, R. Chen. Algorithms for Distributed
Data Stream Mining. A chapter in Data Streams: Models and Algorithms, Charu Aggarwal (Editor), Springer.
pp. 309-332. 2006.
- K. Bhaduri, K. Das, H. Kargupta. Peer-to-Peer Data Mining.
Autonomous Intelligent Systems: Agents and Data Mining. V. Gorodetsky,
C. Zhang, V. Skormin, L. Cao (Editors), LNAI 4476, Springer. pp. 1-10. 2007.
[pdf]
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