Faculty profile 2
- ACM Fellow
- SIAM Fellow
- IEEE Fellow
- SIAM Linear Algebra Prize
- NSF CAREER Award
- SIAM Outstanding Paper Prize
- Co-clustering of Human Cancer Microarrays using Minimum Sum-Squared Residue Co-clustering, H. Cho and I. S. Dhillon, IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), vol. 5:3, pages 385-400, July 2008.
- Information-Theoretic Metric Learning, J. V. Davis, B. Kulis, P. Jain, S. Sra, and I. S. Dhillon, Proceedings of the Twenty-Fourth International Conference on Machine Learning (ICML), pages 209-216, June 2007.
- Clustering with Bregman Divergences, A. Banerjee, S. Merugu, I. S. Dhillon, and J. Ghosh, Journal of Machine Learning Research (JMLR), vol. 6, pages 1705-1749, October 2005.
- A Parallel Eigensolver for Dense Symmetric Matrices based on Multiple Relatively Robust Representations, P. Bientinesi, I.S. Dhillon, and R.A. van de Geijn, SIAM Journal on Scientific Computing, vol. 27:1, pages 43-66, September 2005.
- Orthogonal Eigenvectors and Relative Gaps, I.S. Dhillon and B.N. Parlett, SIAM Journal on Matrix Analysis and Applications, vol. 25:3, pages 858-899, March 2004.
- ScaLAPACK Users’ Guide, L. Blackford, J. Choi, A. Cleary, J. Demmel, I. S. Dhillon, J. Dongarra, S. Hammarling, G. Henry, A. Petitet, K. Stanley, D. Walker, and R.C. Whaley, SIAM, 1997.
- Plenary talks at the SIAM Conference on Applied Linear Algebra and the Householder Symposia
- Invited lectures at several universities, including Stanford, Berkeley, Cornell, Illinois at Urbana-Champaign and Princeton
- US6269376 awarded in 2001: “Method and system for clustering data in parallel on a distributed memory multiprocessor system”, I.S. Dhillon and D.S. Modha.
- US6560597 awarded in 2003: “Concept decomposition using clustering”, I.S. Dhillon and D.S. Modha.
Dhillon's research is in data mining, machine learning, and natural computation, artificial intelligence, scientific computing, bioinformatics and computational biology.
Awards and Honors:
5 Most Important Recent Publications:
5 Most Important Books Currently in Print: