Sparse trace norm regularization

Gradient methods for minimizing composite functions

(2012) Yu. Nesterov   MATHEMATICAL PROGRAMMING

Estimation of (near) low-rank matrices with noise and high-dimensional scaling

(2011) Sahand Negahban et al.   ANNALS OF STATISTICS

Estimation of high-dimensional low-rank matrices

(2011) Angelika Rohde et al.   ANNALS OF STATISTICS

Rank-Sparsity Incoherence for Matrix Decomposition

(2011) Venkat Chandrasekaran et al.   SIAM JOURNAL ON OPTIMIZATION

Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

(2010) Benjamin Recht et al.   SIAM REVIEW

Some sharp performance bounds for least squares regression with L 1 regularization

(2009) Tong Zhang   ANNALS OF STATISTICS

Simultaneous analysis of Lasso and Dantzig selector

(2009) Peter J. Bickel et al.   ANNALS OF STATISTICS

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

(2009) Amir Beck et al.   SIAM Journal on Imaging Sciences