Suvrit Sra

Cited by

	All	Since 2016
Citations	10659	6786
h-index	49	41
i10-index	109	95

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2005200620072008200920102011201220132014201520162017201820192020202131 66 116 193 194 277 307 428 500 737 836 1064 1160 1376 1448 1673 57

Co-authors

Inderjit S. DhillonVice President/Distinguished Scientist at Amazon, and Professor, Computer Science, UT AustinVerified email at cs.utexas.edu
Sashank J. ReddiResearch Scientist, Google ResearchVerified email at cs.cmu.edu
Stefanie JegelkaMITVerified email at mit.edu
Arindam BanerjeeFounder Professor, Dept of Computer Science, University of Illinois Urbana-ChampaignVerified email at illinois.edu
Alex SmolaAmazon Web ServicesVerified email at smola.org
Anoop CherianMitsubishi Electric Research Labs (MERL), Australian National UniversityVerified email at merl.com
Brian KulisAssociate Professor, Boston UniversityVerified email at bu.edu
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH Zürich, and DistinguishedVerified email at tuebingen.mpg.de
Reshad HosseiniAssistant Professor, Machine Learning and Robotics Group, University of TehranVerified email at tuebingen.mpg.de
Barnabas PoczosAssociate professor, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Ali JadbabaieJR East Professor of Engineering, MITVerified email at mit.edu
Jingzhao ZhangEECS, LIDS, MITVerified email at mit.edu
Michael HirschMax Planck Institute for Intelligent Systems TübingenVerified email at tuebingen.mpg.de
Stephen WrightDepartment of Computer Sciences and Wisconsin Institute for Discovery, University of WisconsinVerified email at cs.wisc.edu
Joydeep Ghosh(Chaired) Professor, ECE Dept., Univ. of Texas at Austin; Faculty Dell Med, UTCS, McCombs, UT-BMEVerified email at utexas.edu
Stefan HarmelingProfessor at Heinrich-Heine-Universität DüsseldorfVerified email at hhu.de
Ahmed HefnySoftware Engineer, WaymoVerified email at cs.cmu.edu
Chulhee YunPhD Student, Massachusetts Institute of TechnologyVerified email at mit.edu
Sebastian NowozinPartner Researcher, Microsoft Research (Cambridge, UK)Verified email at microsoft.com
Prateek JainMicrosoft Research IndiaVerified email at microsoft.com

Suvrit Sra

MIT

Verified email at mit.edu - Homepage

Nonconvex Optimization Machine Learning Matrix Analysis Convex Optimization Geometric Optimization


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Information-theoretic metric learning JV Davis, B Kulis, P Jain, S Sra, IS Dhillon Proceedings of the 24th international conference on Machine learning, 209-216, 2007	2318	2007
Clustering on the Unit Hypersphere using von Mises-Fisher Distributions. A Banerjee, IS Dhillon, J Ghosh, S Sra, G Ridgeway Journal of Machine Learning Research 6 (9), 2005	850	2005
Optimization for machine learning S Sra, S Nowozin, SJ Wright Mit Press, 2012	571	2012
Generalized nonnegative matrix approximations with Bregman divergences IS Dhillon, S Sra NIPS 18, 2005	493	2005
Stochastic Variance Reduction for Nonconvex Optimization SJ Reddi, A Hefny, S Sra, B Póczós, A Smola International Conference on Machine Learning (ICML), 2016	406	2016
Minimum sum-squared residue co-clustering of gene expression data H Cho, IS Dhillon, Y Guan, S Sra Proceedings of the 2004 SIAM international conference on data mining, 114-125, 2004	397	2004
Efficient filter flow for space-variant multiframe blind deconvolution M Hirsch, S Sra, B Schölkopf, S Harmeling 2010 IEEE Computer Society Conference on Computer Vision and Pattern …, 2010	216	2010
On variance reduction in stochastic gradient descent and its asynchronous variants SJ Reddi, A Hefny, S Sra, B Poczos, AJ Smola Advances in neural information processing systems, 2647-2655, 2015	163	2015
Jensen-bregman logdet divergence with application to efficient similarity search for covariance matrices A Cherian, S Sra, A Banerjee, N Papanikolopoulos IEEE transactions on pattern analysis and machine intelligence 35 (9), 2161-2174, 2012	159*	2012
Fast Stochastic Methods for Nonsmooth Nonconvex Optimization SJ Reddi, S Sra, B Poczos, A Smola Advances in Neural Information Processing Systems, 2016	156*	2016
Randomized nonlinear component analysis D Lopez-Paz, S Sra, A Smola, Z Ghahramani, B Schölkopf International conference on machine learning, 1359-1367, 2014	155	2014
Generative model-based clustering of directional data A Banerjee, I Dhillon, J Ghosh, S Sra Proceedings of the ninth ACM SIGKDD international conference on Knowledge …, 2003	141	2003
Positive definite matrices and the S-divergence S Sra Proceedings of the American Mathematical Society 144 (7), 2787-2797, 2016	140	2016
A short note on parameter approximation for von Mises-Fisher distributions: and a fast implementation of I s (x) S Sra Computational Statistics 27 (1), 177-190, 2012	137	2012
Fast Newton-type methods for the least squares nonnegative matrix approximation problem D Kim, S Sra, I Dhillon SIAM Data Mining, 2007	133	2007
Riemannian SVRG: Fast stochastic optimization on Riemannian manifolds H Zhang, SJ Reddi, S Sra arXiv preprint arXiv:1605.07147, 2016	126	2016
First-order methods for geodesically convex optimization H Zhang, S Sra Conference on Learning Theory (COLT), 2016	114	2016
A new metric on the manifold of kernel matrices with application to matrix geometric means S Sra Advances in neural information processing systems 25, 144-152, 2012	114	2012
Modeling data using directional distributions IS Dhillon, S Sra Technical Report TR-03-06, Department of Computer Sciences, The University …, 2003	109	2003
Geometric Mean Metric Learning PH Zadeh, R Hosseini, S Sra International Conference on Machine Learning (ICML), 2016	104	2016

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