Block-Sparse Recovery via Convex Optimization

A geometric analysis of subspace clustering with outliers

(2013) Mahdi Soltanolkotabi et al.   ANNALS OF STATISTICS

Sparse Subspace Clustering: Algorithm, Theory, and Applications

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

Sparse Recovery From Combined Fusion Frame Measurements

(2011) Petros Boufounos et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Sparse Optimization with Least-Squares Constraints

(2011) Ewout van den Berg et al.   SIAM JOURNAL ON OPTIMIZATION

The null space property for sparse recovery from multiple measurement vectors

(2010) Ming-Jun Lai et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

From Theory to Practice: Sub-Nyquist Sampling of Sparse Wideband Analog Signals

(2010) M. Mishali et al.   IEEE Journal of Selected Topics in Signal Processing

Theoretical and Empirical Results for Recovery From Multiple Measurements

(2010) Ewout van den Berg et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

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

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

Block-Sparse Signals: Uncertainty Relations and Efficient Recovery

(2010) Yonina C. Eldar et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

On the Role of Sparse and Redundant Representations in Image Processing

(2010) Michael Elad et al.   PROCEEDINGS OF THE IEEE

Sparse Representation for Computer Vision and Pattern Recognition

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

The composite absolute penalties family for grouped and hierarchical variable selection

(2009) Peng Zhao et al.   ANNALS OF STATISTICS

Sparse regression using mixed norms

(2009) Matthieu Kowalski   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

A note on guaranteed sparse recovery via ℓ1-minimization

(2009) Simon Foucart   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Robust Recovery of Signals From a Structured Union of Subspaces

(2009) Yonina C. Eldar et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Robust Face Recognition via Sparse Representation

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

On the Reconstruction of Block-Sparse Signals With an Optimal Number of Measurements

(2009) M. Stojnic et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Blind Multiband Signal Reconstruction: Compressed Sensing for Analog Signals

(2009) M. Mishali et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Sparse Reconstruction by Separable Approximation

(2009) S.J. Wright et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

The restricted isometry property and its implications for compressed sensing

(2008) Emmanuel J. Candès   COMPTES RENDUS MATHEMATIQUE

A Simple Proof of the Restricted Isometry Property for Random Matrices

(2008) Richard Baraniuk et al.   CONSTRUCTIVE APPROXIMATION

Recovering Sparse Signals Using Sparse Measurement Matrices in Compressed DNA Microarrays

(2008) Farzad Parvaresh et al.   IEEE Journal of Selected Topics in Signal Processing

An Introduction To Compressive Sampling

(2008) E.J. Candes et al.   IEEE SIGNAL PROCESSING MAGAZINE

Counting faces of randomly projected polytopes when the projection radically lowers dimension

(2008) David L. Donoho et al.   JOURNAL OF THE AMERICAN MATHEMATICAL SOCIETY