 | 2011 |
| 13 |  | James Saunderson,
Venkat Chandrasekaran,
Pablo A. Parrilo,
Alan S. Willsky:
Tree-structured statistical modeling via convex optimization.
CDC-ECE 2011: 2883-2888 |
| 12 |  | Ying Liu,
Venkat Chandrasekaran,
Animashree Anandkumar,
Alan S. Willsky:
Feedback Message Passing for Inference in Gaussian Graphical Models
CoRR abs/1105.1853: (2011) |
| 11 |  | Venkat Chandrasekaran,
Misha Chertkov,
David Gamarnik,
Devavrat Shah,
Jinwoo Shin:
Counting Independent Sets Using the Bethe Approximation.
SIAM J. Discrete Math. 25(2): 1012-1034 (2011) |
| 10 |  | Venkat Chandrasekaran,
Sujay Sanghavi,
Pablo A. Parrilo,
Alan S. Willsky:
Rank-Sparsity Incoherence for Matrix Decomposition.
SIAM Journal on Optimization 21(2): 572-596 (2011) |
| 2010 |
| 9 |  | Ying Liu,
Venkat Chandrasekaran,
Animashree Anandkumar,
Alan S. Willsky:
Feedback message passing for inference in gaussian graphical models.
ISIT 2010: 1683-1687 |
| 8 |  | Venkat Chandrasekaran,
Pablo A. Parrilo,
Alan S. Willsky:
Convex Graph Invariants
CoRR abs/1012.0623: (2010) |
| 7 |  | Myung Jin Choi,
Venkat Chandrasekaran,
Alan S. Willsky:
Gaussian multiresolution models: exploiting sparse Markov and covariance structure.
IEEE Transactions on Signal Processing 58(3): 1012-1024 (2010) |
| 2009 |
| 6 |  | Myung Jin Choi,
Venkat Chandrasekaran,
Alan S. Willsky:
Exploiting sparse Markov and covariance structure in multiresolution models.
ICML 2009: 23 |
| 2008 |
| 5 |  | Myung Jin Choi,
Venkat Chandrasekaran,
Alan S. Willsky:
Maximum entropy relaxation for multiscale graphical model selection.
ICASSP 2008: 1889-1892 |
| 4 |  | Venkat Chandrasekaran,
Nathan Srebro,
Prahladh Harsha:
Complexity of Inference in Graphical Models.
UAI 2008: 70-78 |
| 3 |  | Venkat Chandrasekaran,
Jason K. Johnson,
Alan S. Willsky:
Estimation in Gaussian Graphical Models Using Tractable Subgraphs: A Walk-Sum Analysis.
IEEE Transactions on Signal Processing 56(5): 1916-1930 (2008) |
| 2007 |
| 2 |  | Venkat Chandrasekaran,
Jason K. Johnson,
Alan S. Willsky:
Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis.
NIPS 2007 |
| 1 |  | Jason K. Johnson,
Venkat Chandrasekaran,
Alan S. Willsky:
Learning Markov Structure by Maximum Entropy Relaxation.
Journal of Machine Learning Research - Proceedings Track 2: 203-210 (2007) |