Fast and Accurate Matrix Completion via Truncated Nuclear Norm Regularization

RASL: Robust Alignment by Sparse and Low-Rank Decomposition for Linearly Correlated Images

(2012) Yigang Peng et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Tensor Completion for Estimating Missing Values in Visual Data

(2012) Ji Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Alternating Direction Method with Gaussian Back Substitution for Separable Convex Programming

(2012) Bingsheng He et al.   SIAM JOURNAL ON OPTIMIZATION

Subspace Evolution and Transfer (SET) for Low-Rank Matrix Completion

(2011) Wei Dai et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Recovering Low-Rank and Sparse Components of Matrices from Incomplete and Noisy Observations

(2011) Min Tao et al.   SIAM JOURNAL ON OPTIMIZATION

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

Matrix Completion With Noise

(2010) Emmanuel J Candes et al.   PROCEEDINGS OF THE IEEE

Trace Norm Regularization: Reformulations, Algorithms, and Multi-Task Learning

(2010) Ting Kei Pong et al.   SIAM JOURNAL ON OPTIMIZATION

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

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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