Robust High Dimensional Sparse Regression and Matching Pursuit

12 January 2013

Papers citing "Robust High Dimensional Sparse Regression and Matching Pursuit"

10 / 10 papers shown

Title
Orthogonal Matching Pursuit with Noisy and Missing Data: Low and High Dimensional Results Yudong Chen Constantine Caramanis 40 17 0 05 Jun 2012
Robust computation of linear models by convex relaxation Gilad Lerman Michael B. McCoy J. Tropp Teng Zhang 73 160 0 18 Feb 2012
Improved Matrix Uncertainty Selector M. Rosenbaum Alexandre B. Tsybakov 63 66 0 19 Dec 2011
High-dimensional regression with noisy and missing data: Provable guarantees with nonconvexity Po-Ling Loh Martin J. Wainwright 92 560 0 16 Sep 2011
Compressed Sensing and Matrix Completion with Constant Proportion of Corruptions Xiaodong Li 97 179 0 06 Apr 2011
Exact recoverability from dense corrupted observations via $L_1$ minimization Nam H. Nguyen T. Tran 74 117 0 07 Feb 2011
Robust PCA via Outlier Pursuit Huan Xu Constantine Caramanis Sujay Sanghavi 83 766 0 20 Oct 2010
Rank-Sparsity Incoherence for Matrix Decomposition V. Chandrasekaran Sujay Sanghavi P. Parrilo A. Willsky CML 168 1,111 0 11 Jun 2009
Sparse recovery under matrix uncertainty M. Rosenbaum Alexandre B. Tsybakov 114 167 0 15 Dec 2008
Simultaneous analysis of Lasso and Dantzig selector Peter J. Bickel Yaácov Ritov Alexandre B. Tsybakov 300 2,527 0 07 Jan 2008