@Article{sraRoot, author = {Suvrit Sra}, title = {{On the matrix square root and geometric optimization}}, journal = {arXiv:1507.08366}, year = {2015}, note = {\it Preprint} }
@Article{cheSra15, author = {Anoop Cherian and Suvrit Sra}, title = {{Riemannian Dictionary Learning and Sparse Coding for Positive Definite Matrices}}, journal = {arXiv:1507.02772}, mon = {Jul.}, year = {2015}, }
@Article{hoSra14, author = {Reshad Hosseini and Suvrit Sra and L. Theis and M. Bethge}, title = {Statistical inference with the Elliptical Gamma Distribution}, journal = {arXiv:1410.4812}, year = {2014}, note = {{\it Submitted}}, }
@Article{srasdiv, author = {Suvrit Sra}, title = {{Positive Definite Matrices and the S-Divergence}}, journal = {Proceedings of the American Mathematical Society}, year = {2015}, mon = {Sep} note = {arXiv:1110.1773v4} }
@Article{hosSra15b, author = {Reshad Hosseini and Suvrit Sra}, title = {{Manifold optimization for mixture modeling}}, journal = {arXiv:1506.07677}, year = {2015}, note = {\it Submitted} }
@Article{berSra15, author = {Wolfgang Berndt and Suvrit Sra}, title = {{Hlawka-Popoviciu inequalities on positive definite tensors}}, journal = {Linear Algebra and its Applications}, volume = {486}, number = {1}, pages = {317--327}, year = {2015}, note = {arXiv:1411.0065} }
@Inproceedings{marSra15, author = {Zelda Mariet and Suvrit Sra}, title = {{Fixed-point algorithms for learning determinantal point processes}}, booktitle = {International Conference on Machine Learning (ICML)}, mon = {Jun}, year = {2015}, }
@Article{sraHo15, author = {Suvrit Sra and Reshad Hosseini}, title = {{Conic Geometric Optimization on the Manifold of Positive Definite Matrices}}, volume = {25}, number = {1}, pages = {713--739}, journal = {SIAM J. Optimization (SIOPT)}, year = {2015}, note = {Accepted} }
@InProceedings{hoSra15, author = {Reshad Hosseini and Suvrit Sra and L. Theis and M. Bethge}, title = {Statistical inference with the Elliptical Gamma Distribution}, booktitle = {Artificial Intelligence and Statistics (AISTATS)}, year = {2015}, volume = 18, }
@inproceedings{chSra14, title={Riemannian sparse coding for positive definite matrices}, author={Anoop Cherian and Suvrit Sra}, booktitle={ECCV 2014}, pages={299--314}, year={2014}, publisher={Springer} }
@InProceedings{sraHo13, author = {Suvrit Sra and Reshad Hosseini}, title = {{Geometric optimisation on positive definite matrices with application to elliptically contoured distributions}}, booktitle = {Advances in Neural Information Processing Systems (NIPS)}, year = 2013, month = dec, }
@Article{chSra.pami, author = {Anoop Cherian and Suvrit Sra and Arindam Banerjee and Nikolaos Papanikolopoulos}, title = {{Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices}}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)}, year = 2012, month = {Dec.}, note = {14 pages}, }
@inproceedings{sra12.nips, title={A new metric on the manifold of kernel matrices with application to matrix geometric means}, author={Suvrit Sra}, booktitle={Advances in Neural Information Processing Systems}, pages={144--152}, year={2012} }