Latent Variable Graphical Model Selection Via Convex Optimization

by Chandrasekaran, Venkat, Parrilo, Pablo A., Willsky, Alan S.
Published 2012

Exploiting sparse markov and covariance structure in multiresolution models

by Choi, Myung Jin, Chandrasekaran, Venkat, Willsky, Alan S.
Published 2011

Convex Graph Invariants

by Chandrasekaran, Venkat, Parrilo, Pablo A., Willsky, Alan S.
Published 2012

Gaussian Multiresolution Models: Exploiting Sparse Markov and Covariance Structure

by Choi, Myung Jin, Chandrasekaran, Venkat, Willsky, Alan S.
Published 2010

Feedback Message Passing for Inference in Gaussian Graphical Models

by Liu, Ying, Chandrasekaran, Venkat, Anandkumar, Animashree, Willsky, Alan S.
Published 2012

The convex algebraic geometry of linear inverse problems

by Chandrasekaran, Venkat, Recht, Benjamin, Parrilo, Pablo A., Willsky, Alan S.
Published 2012

Rank-Sparsity Incoherence for Matrix Decomposition

by Chandrasekaran, Venkat, Sanghavi, Sujay, Parrilo, Pablo A., Willsky, Alan S.
Published 2011

Sparse and low-rank matrix decompositions

by Chandrasekaran, Venkat, Sanghavi, Sujay, Parrilo, Pablo A., Willsky, Alan S.
Published 2010

Counting Independent Sets Using the Bethe Approximation

by Chandrasekaran, Venkat, Chertkov, Misha, Gamarnik, David, Shah, Devavrat, Shin, Jinwoo
Published 2011

Diagonal and Low-Rank Matrix Decompositions, Correlation Matrices, and Ellipsoid Fitting

by Saunderson, James F., Chandrasekaran, Venkat, Parrilo, Pablo A., Willsky, Alan S.
Published 2013

Representation and compression of multidimensional piecewise functions using surflets

by Chandrasekaran, Venkat, Wakin, Michael B., Baron, Dror, Baraniuk, Richard G.
Published 2010