Nonconvex plus quadratic penalized low-rank and sparse decomposition for noisy image alignment

Folded-concave penalization approaches to tensor completion

(2015) Wenfei Cao et al.   NEUROCOMPUTING

Strong oracle optimality of folded concave penalized estimation

(2014) Jianqing Fan et al.   ANNALS OF STATISTICS

Robust Subspace Discovery via Relaxed Rank Minimization

(2013) Xinggang Wang et al.   NEURAL COMPUTATION

Low-Rank Structure Learning via Nonconvex Heuristic Recovery

(2013) Yue Deng et al.   IEEE Transactions on Neural Networks and Learning Systems

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

A General Theory of Concave Regularization for High-Dimensional Sparse Estimation Problems

(2012) Cun-Hui Zhang et al.   STATISTICAL SCIENCE

Optimal selection of reduced rank estimators of high-dimensional matrices

(2011) Florentina Bunea et al.   ANNALS OF STATISTICS

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Nearly unbiased variable selection under minimax concave penalty

(2010) Cun-Hui Zhang   ANNALS OF STATISTICS

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

Robust Face Recognition via Sparse Representation

(2009) J. Wright et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE