Half-Quadratic-Based Iterative Minimization for Robust Sparse Representation

Structured Sparse Error Coding for Face Recognition With Occlusion

(2013) Xiao-Xin Li et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Exact Recoverability From Dense Corrupted Observations via $\ell _{1}$-Minimization

(2013) Nam H. Nguyen et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Sparse Subspace Clustering: Algorithm, Theory, and Applications

(2013) E. Elhamifar et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Robust Lasso With Missing and Grossly Corrupted Observations

(2012) Nam H. Nguyen et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Robust Sparse Analysis Regularization

(2012) Samuel Vaiter et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Toward a Practical Face Recognition System: Robust Alignment and Illumination by Sparse Representation

(2011) A. Wagner et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Robust principal component analysis?

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

A Regularized Correntropy Framework for Robust Pattern Recognition

(2011) Ran He et al.   NEURAL COMPUTATION

Learning With $\ell ^{1}$-Graph for Image Analysis

(2010) Bin Cheng et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Dense Error Correction Via $\ell^1$-Minimization

(2010) John Wright et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Linear Regression for Face Recognition

(2010) Imran Naseem et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Maximum Correntropy Criterion for Robust Face Recognition

(2010) Ran He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Sparse Representation for Computer Vision and Pattern Recognition

(2010) John Wright et al.   PROCEEDINGS OF THE IEEE

Iteratively reweighted least squares minimization for sparse recovery

(2009) Ingrid Daubechies et al.   COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS

Robust Face Recognition via Sparse Representation

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

Observed universality of phase transitions in high-dimensional geometry, with implications for modern data analysis and signal processing

(2009) D. Donoho et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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

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

Enhancing Sparsity by Reweighted ℓ 1 Minimization

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

Learning Multiscale Sparse Representations for Image and Video Restoration

(2008) Julien Mairal et al.   MULTISCALE MODELING & SIMULATION

Bregman Iterative Algorithms for $\ell_1$-Minimization with Applications to Compressed Sensing

(2008) Wotao Yin et al.   SIAM Journal on Imaging Sciences