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Suvrit Sra, Ph.D. - Publications

Affiliations: 
2007 Computer Sciences University of Texas at Austin, Austin, Texas, U.S.A. 
Area:
Computer Science
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37 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2019 Hosseini R, Sra S. An alternative to EM for Gaussian mixture models: batch and stochastic Riemannian optimization Mathematical Programming. 181: 187-223. DOI: 10.1007/S10107-019-01381-4  0.496
2018 Sra S. New concavity and convexity results for symmetric polynomials and their ratios Linear and Multilinear Algebra. 68: 1031-1038. DOI: 10.1080/03081087.2018.1527891  0.352
2016 Cherian A, Sra S. Riemannian Dictionary Learning and Sparse Coding for Positive Definite Matrices. Ieee Transactions On Neural Networks and Learning Systems. PMID 28113681 DOI: 10.1109/Tnnls.2016.2601307  0.372
2016 Sra S. On the Matrix Square Root via Geometric Optimization The Electronic Journal of Linear Algebra. 31: 433-443. DOI: 10.13001/1081-3810.3196  0.45
2016 Hosseini R, Sra S, Theis L, Bethge M. Inference and mixture modeling with the Elliptical Gamma Distribution Computational Statistics and Data Analysis. 101: 29-43. DOI: 10.1016/J.Csda.2016.02.009  0.466
2015 Sra S, Hosseini R. Conic Geometric Optimization on the Manifold of Positive Definite Matrices Siam Journal On Optimization. 25: 713-739. DOI: 10.1137/140978168  0.406
2015 Berndt W, Sra S. Hlawka-Popoviciu inequalities on positive definite tensors Linear Algebra and Its Applications. 486: 317-327. DOI: 10.1016/J.Laa.2015.08.028  0.301
2015 Mariet Z, Sra S. Fixed-point algorithms for learning determinantal point processes 32nd International Conference On Machine Learning, Icml 2015. 3: 2379-2387.  0.339
2014 Cherian A, Sra S, Morellas V, Papanikolopoulos N. Efficient nearest neighbors via robust sparse hashing. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 23: 3646-55. PMID 25122742 DOI: 10.1109/Tip.2014.2324280  0.322
2014 Yu AW, Ma W, Yu Y, Carbonell JG, Sra S. Efficient structured matrix rank minimization Advances in Neural Information Processing Systems. 2: 1350-1358.  0.321
2014 Azadi S, Sra S. Towards an optimal stochastic alternating direction method of multipliers 31st International Conference On Machine Learning, Icml 2014. 2: 944-959.  0.344
2014 Wytock M, Sra S, Kolter JZ. Fast Newton methods for the group fused lasso Uncertainty in Artificial Intelligence - Proceedings of the 30th Conference, Uai 2014. 888-897.  0.419
2013 Cherian A, Sra S, Banerjee A, Papanikolopoulos N. Jensen-Bregman LogDet divergence with application to efficient similarity search for covariance matrices. Ieee Transactions On Pattern Analysis and Machine Intelligence. 35: 2161-74. PMID 23868777 DOI: 10.1109/Tpami.2012.259  0.446
2013 Alaíz CM, Dinuzzo F, Sra S. Correlation matrix nearness and completion under observation uncertainty Ima Journal of Numerical Analysis. 35: 325-340. DOI: 10.1093/Imanum/Drt056  0.491
2013 Kim D, Sra S, Dhillon IS. A non-monotonic method for large-scale non-negative least squares Optimization Methods and Software. 28: 1012-1039. DOI: 10.1080/10556788.2012.656368  0.67
2013 Sra S. Explicit eigenvalues of certain scaled trigonometric matrices Linear Algebra and Its Applications. 438: 173-181. DOI: 10.1016/J.Laa.2012.07.024  0.333
2013 Sra S, Karp D. The multivariate watson distribution: Maximum-likelihood estimation and other aspects Journal of Multivariate Analysis. 114: 256-269. DOI: 10.1016/J.Jmva.2012.08.010  0.365
2013 Sra S, Hosseini R. Geometric optimisation on positive definite matrices with application to elliptically contoured distributions Advances in Neural Information Processing Systems.  0.326
2012 Sra S. Fast projections onto mixed-norm balls with applications Data Mining and Knowledge Discovery. 25: 358-377. DOI: 10.1007/S10618-012-0277-7  0.44
2012 Sra S. A short note on parameter approximation for von Mises-Fisher distributions: And a fast implementation of I s(x) Computational Statistics. 27: 177-190. DOI: 10.1007/S00180-011-0232-X  0.4
2012 Sra S. Scalable nonconvex inexact proximal splitting Advances in Neural Information Processing Systems. 1: 530-538.  0.354
2011 Barbero Á, Sra S. Fast Newton-type methods for total variation regularization Proceedings of the 28th International Conference On Machine Learning, Icml 2011. 313-320.  0.362
2010 Kim D, Sra S, Dhillon IS. Tackling box-constrained optimization via a new projected quasi-newton approach Siam Journal On Scientific Computing. 32: 3548-3563. DOI: 10.1137/08073812X  0.66
2010 Harmeling S, Sra S, Hirsch M, Scḧolkopf B. Multiframe blind deconvolution, super-resolution, and saturation correction via incremental EM Proceedings - International Conference On Image Processing, Icip. 3313-3316. DOI: 10.1109/ICIP.2010.5651650  0.301
2010 Kim D, Sra S, Dhillon I. A scalable trust-region algorithm with application to mixed-norm regression Icml 2010 - Proceedings, 27th International Conference On Machine Learning. 519-526.  0.42
2009 Kulis B, Sra S, Dhillon I. Convex perturbations for scalable semidefinite programming Journal of Machine Learning Research. 5: 296-303.  0.344
2008 Sra S. Block-iterative algorithms for non-negative matrix approximation Proceedings - Ieee International Conference On Data Mining, Icdm. 1037-1042. DOI: 10.1109/ICDM.2008.77  0.483
2008 Kim D, Sra S, Dhillon IS. Fast projection-based methods for the least squares nonnegative matrix approximation problem Statistical Analysis and Data Mining. 1: 38-51. DOI: 10.1002/Sam.V1:1  0.684
2007 Davis JV, Kulis B, Jain P, Sra S, Dhillon IS. Information-theoretic metric learning Acm International Conference Proceeding Series. 227: 209-216. DOI: 10.1145/1273496.1273523  0.629
2007 Kim D, Sra S, Dhillon IS. Fast newton-type methods for the least squares nonnegative matrix approximation problem Proceedings of the 7th Siam International Conference On Data Mining. 343-354.  0.657
2006 Sra S, Tropp JA. Row-action methods for compressed sensing Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: III868-III871.  0.537
2006 Sra S. Efficient large scale linear programming support vector machines Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 4212: 767-774.  0.353
2005 Dhillon IS, Sra S, Tropp JA. Triangle fixing algorithms for the metric nearness problem Advances in Neural Information Processing Systems.  0.671
2005 Banerjee A, Dhillon IS, Ghosh J, Sra S. Clustering on the unit hypersphere using von Mises-Fisher distributions Journal of Machine Learning Research. 6.  0.557
2005 Dhillon IS, Sra S. Generalized nonnegative matrix approximations with Bregman divergences Advances in Neural Information Processing Systems. 283-290.  0.526
2004 Cho H, Dhillon IS, Guan Y, Sra S. Minimum sum-squared residue co-clustering of gene expression data Siam Proceedings Series. 114-125.  0.564
2003 Banerjee A, Dhillon I, Ghosh J, Sra S. Generative model-based clustering of directional data Proceedings of the Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 19-28. DOI: 10.1145/956750.956757  0.302
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