Convergence of Fixed-Point Continuation Algorithms for Matrix Rank Minimization

Matrix Completion From a Few Entries

(2010) Raghunandan H. Keshavan et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

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

Iterative hard thresholding for compressed sensing

(2009) Thomas Blumensath et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Exact Matrix Completion via Convex Optimization

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

Subspace Pursuit for Compressive Sensing Signal Reconstruction

(2009) Wei Dai et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

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

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

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

(2008) D. Needell et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Fast Solution of $\ell _{1}$-Norm Minimization Problems When the Solution May Be Sparse

(2008) David L. Donoho et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Gradient Pursuits

(2008) T. Blumensath et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

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

Probing the Pareto Frontier for Basis Pursuit Solutions

(2008) Ewout van den Berg et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING