An alternating direction algorithm for matrix completion with nonnegative factors

The Power of Convex Relaxation: Near-Optimal Matrix Completion

(2010) Emmanuel J. Candes et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai 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

Exact Matrix Completion via Convex Optimization

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

Fixed point and Bregman iterative methods for matrix rank minimization

(2009) Shiqian Ma et al.   MATHEMATICAL PROGRAMMING

Interior-Point Method for Nuclear Norm Approximation with Application to System Identification

(2009) Zhang Liu et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

An Efficient TVL1 Algorithm for Deblurring Multichannel Images Corrupted by Impulsive Noise

(2009) Junfeng Yang et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

A New Alternating Minimization Algorithm for Total Variation Image Reconstruction

(2008) Yilun Wang et al.   SIAM Journal on Imaging Sciences

Bregman Iterative Algorithms for $\ell_1$-Minimization with Applications to Compressed Sensing

(2008) Wotao Yin et al.   SIAM Journal on Imaging Sciences

Fixed-Point Continuation for $\ell_1$-Minimization: Methodology and Convergence

(2008) Elaine T. Hale et al.   SIAM JOURNAL ON OPTIMIZATION