| Journal Publications | ||||
|---|---|---|---|---|
| The Metric Nearness Problem | with Justin Brickell, Inderjit S. Dhillon, Joel A. Tropp, | SIAM J. Matrix Anal. (In Print). 2008 | [PDF] | [Abstract] |
| Fast Projection-based Methods for the Least Squares Nonnegative Matrix Approximation Problem | with Dongmin Kim, Inderjit S. Dhillon, | Invited paper in Statistical Analysis and Data Mining. Sep 2007 | [PDF] | [Abstract] |
| Multiplicative Update Algorithms for NNMA with Generalized Loss Functions | with Inderjit S. Dhillon, | Under Revision. 2008 | [NONE] | [Abstract] |
| Clustering on the Unit Hypersphere using von Mises-Fisher Distributions | with Arindam Banerjee, Inderjit S. Dhillon, Joydeep Ghosh, | JMLR. 6(Sep):1345--1382, 2005. | [PDF] | [Abstract] |
| Conference Publications | ||||
| Information-theoretic Metric Learning | with Jason V. Davis, Brian Kulis, Prateek Jain, Inderjit S. Dhillon, | ICML. Best student Paper Award.. June 2007 | [PDF] | [Abstract] |
| Fast Newton-type Methods for the Least Squares Nonnegative Matrix Approximation Problem | with Dongmin Kim, Inderjit S. Dhillon, | SIAM Data Mining (SDM) Distinguished student paper award.. April 2007 |
[PDF] | [Abstract] |
| Incremental Aspect Models for Mining Document Streams | with Arun C. Surendran, | PKDD 2006.. Sep 2006. Berlin, Germany. | [PDF] | [Abstract] |
| Efficient Large Scale Linear Programming Support Vector Machines | Suvrit Sra, | ECML 2006. Sep 2006. Berlin, Germany. | [PDF] | [Abstract] |
| Row-actions methods for compressed sensing | with Joel A. Tropp, | IEEE Conf. Acoustics Speech and. Signal Proc. (ICASSP'06). May 14-19 2006. Toulose France. | [PDF] | [Abstract] |
| Generalized Nonnegative Matrix Approximations with Bregman Divergences | with Inderjit S. Dhillon, | NIPS'05. December 2005 | [PDF] | [Abstract] |
| Triangle Fixing Algorithms for the Metric Nearness Problem | with Inderjit S. Dhillon, Joel A. Tropp, | NIPS'04. December 2004 | [PDF] | [Abstract] |
| Minimum Sum-Squared Residue based clustering of Gene Expression Data | with Hyuk Cho, Inderjit S. Dhillon, Yuqiang Guan, | SIAM Data Mining (SDM'04).. April 2004. | [PDF/GZ] | [Abstract] |
| Generative Model-based Clustering of Directional Data | with Arindam Banerjee, Inderjit S. Dhillon, Joydeep Ghosh, | KDD 2003.. August, 2003. Washington DC, USA. | [PDF/GZ] | [Abstract] |
| Workshops & Technical Reports | ||||
| Information-theoretic Metric Learning | with Jason V. Davis, Brian Kulis, Inderjit S. Dhillon, | NIPS Workshop on Learning to Compare Examples.. Dec 2006 | [PDF] | [Abstract] |
| Nonnegative Matrix Approximation: Algorithms and Applications | with Inderjit S. Dhillon, | Computer Sciences, Univ. of Texas at Austin. May 2006. | [Coming Up] | [Abstract] |
| A New Projected Quasi-Newton Approach for the Nonnegative Least | with Dongmin Kim, Inderjit S. Dhillon, | Computer Sciences, Univ. of Texas at Austin. December 2006 | [[COMING UP]] | [Abstract] |
| Generalized Nonnegative Matrix Approximations using Bregman Divergences | with Inderjit S. Dhillon, | Computer Sciences, Univ. of Texas at Austin. June 2005 | [[COMING UP]] | [Abstract] |
| Triangle Fixing Algorithms for the Metric Nearness Problem | with Inderjit S. Dhillon, Joel A. Tropp, | Computer Sciences, Univ. of Texas at Austin. 27 June 2004 | [PDF] | [Abstract] |
| The Metric Nearness Problem with Applications | with Inderjit S. Dhillon, Joel A. Tropp, | Computer Sciences, Univ. of Texas at Austin. 8 June 2003 | [PS.GZ] | [Abstract] |
| Expectation Maximization for Clustering on Hyperspheres | with Arindam Banerjee, Inderjit S. Dhillon, Joydeep Ghosh, | Computer Sciences, Univ. of Texas at Austin. February 2003 | [PS/GZ] | [Abstract] |
| Modeling Data using Directional Distributions | with Inderjit S. Dhillon, | Computer Sciences, Univ. of Texas at Austin. January 2003 | [PS/GZ] | [Abstract] |
| Reports/Talks/Misc | 1. Matrix Nearness Problems in Data Mining Suvrit Sra, Univ. of Texas at Austin 1st March, 2007 [PDF] [Abstract] |
2. Matrix differential calculus Suvrit Sra, Univ. of Texas at Austin Nov, 2005 [PDF] [Abstract] |
3. Row-action methods and Bregman's algorithm Suvrit Sra, Talk Dec, 2004 [PDF] [Abstract] |
4. Interprocedural Constant Propagation Suvrit Sra, Report Dec, 2002 [PSGZ] [Abstract] |
5. Literature Mining in Bioinformatics Suvrit Sra, Project Report Nov/Dec 2001 [PSGZ] [Abstract] |
6. Verification of Randomized Algorithms with ACL2 Suvrit Sra, Report Dec 2001 [PSGZ] [Abstract] |
7. Parallel Multi-dimensional search (data structures, BSP) Suvrit Sra, Talk May 2001 [PSGZ] [Abstract] |
8. A survey on Parallel multi-dimensional searching Suvrit Sra, Talk Apr 2001 [PSGZ] [Abstract] |
9. Reconciling simiplicity with efficiency in Parallel disks Suvrit Sra, Talk Feb 2001 [PDFGZ] [Abstract] |
10. Are bitvectors optimal Suvrit Sra, Talk Sep 2000 [PDFGZ] [Abstract] |
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