On $l_q$ Optimization and Matrix Completion

A Geometric Approach to Low-Rank Matrix Completion

(2012) Wei Dai et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Lower Bound Theory of Nonzero Entries in Solutions of $\ell_2$-$\ell_p$ Minimization

(2012) Xiaojun Chen et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

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

Some empirical advances in matrix completion

(2010) A. Majumdar et al.   SIGNAL PROCESSING

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

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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

Adaptive total variation image deblurring: A majorization–minimization approach

(2009) João P. Oliveira et al.   SIGNAL PROCESSING

Joint covariate selection and joint subspace selection for multiple classification problems

(2009) Guillaume Obozinski et al.   STATISTICS AND COMPUTING

Restricted isometry properties and nonconvex compressive sensing

(2008) Rick Chartrand et al.   INVERSE PROBLEMS

Enhancing Sparsity by Reweighted ℓ 1 Minimization

(2008) Emmanuel J. Candès et al.   JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS

Iterative Thresholding for Sparse Approximations

(2008) Thomas Blumensath et al.   JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS

Convex multi-task feature learning

(2008) Andreas Argyriou et al.   MACHINE LEARNING