Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine learning

Latent variable graphical model selection via convex optimization

(2012) Venkat Chandrasekaran et al.   ANNALS OF STATISTICS

Robust Recovery of Subspace Structures by Low-Rank Representation

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

Linearized augmented Lagrangian and alternating direction methods for nuclear norm minimization

(2012) Junfeng Yang et al.   MATHEMATICS OF COMPUTATION

On the $O(1/n)$ Convergence Rate of the Douglas–Rachford Alternating Direction Method

(2012) Bingsheng He et al.   SIAM JOURNAL ON NUMERICAL ANALYSIS

Alternating Direction Method with Gaussian Back Substitution for Separable Convex Programming

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

Fast Multiple-Splitting Algorithms for Convex Optimization

(2012) Donald Goldfarb et al.   SIAM JOURNAL ON OPTIMIZATION

Robust principal component analysis?

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

A Unified Primal-Dual Algorithm Framework Based on Bregman Iteration

(2010) Xiaoqun Zhang et al.   JOURNAL OF SCIENTIFIC COMPUTING

The group lasso for logistic regression

(2010) Lukas Meier et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A Singular Value Thresholding Algorithm for Matrix Completion

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

Exact Matrix Completion via Convex Optimization

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

Robust Face Recognition via Sparse Representation

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

Fixed point and Bregman iterative methods for matrix rank minimization

(2009) Shiqian Ma et al.   MATHEMATICAL PROGRAMMING

The Split Bregman Method for L1-Regularized Problems

(2009) Tom Goldstein et al.   SIAM Journal on Imaging Sciences

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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