Suvrit Sra
Publications by Year
Research Areas
Sparse and Compressive Sensing Techniques, Stochastic Gradient Optimization Techniques, Advanced Optimization Algorithms Research, Markov Chains and Monte Carlo Methods, Mathematical Inequalities and Applications
Most-Cited Works
- → Information-theoretic metric learning(2007)2,030 cited
- → Optimization for Machine Learning(2011)889 cited
- → Clustering on the Unit Hypersphere using von Mises-Fisher Distributions(2005)804 cited
- Generalized Nonnegative Matrix Approximations with Bregman Divergences(2005)
- → Minimum Sum-Squared Residue Co-clustering of Gene Expression Data(2004)295 cited
- → Stochastic Variance Reduction for Nonconvex Optimization(2016)242 cited
- → Efficient filter flow for space-variant multiframe blind deconvolution(2010)225 cited
- → Entropic metric alignment for correspondence problems(2016)171 cited
- → Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices(2012)166 cited
- → Why gradient clipping accelerates training: A theoretical justification\n for adaptivity(2019)140 cited