NESTA: A Fast and Accurate First-Order Method for Sparse Recovery

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Fast linearized Bregman iteration for compressive sensing and sparse denoising

(2013) Bin Dong et al.   Communications in Mathematical Sciences

A Fast Alternating Direction Method for TVL1-L2 Signal Reconstruction From Partial Fourier Data

(2010) Junfeng Yang et al.   IEEE Journal of Selected Topics in Signal Processing

Fast Image Recovery Using Variable Splitting and Constrained Optimization

(2010) Manya V Afonso et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A Fast Algorithm for Sparse Reconstruction Based on Shrinkage, Subspace Optimization, and Continuation

(2010) Zaiwen Wen et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Near-ideal model selection by ℓ 1 minimization

(2009) Emmanuel J. Candès et al.   ANNALS OF STATISTICS

Accelerating gradient projection methods for ℓ1-constrained signal recovery by steplength selection rules

(2009) I. Loris et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Sparse Reconstruction by Separable Approximation

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

On the performance of algorithms for the minimization of ℓ1-penalized functionals

(2009) Ignace Loris   INVERSE PROBLEMS

Some First-Order Algorithms for Total Variation Based Image Restoration

(2009) Jean-François Aujol   JOURNAL OF MATHEMATICAL IMAGING AND VISION

Convergence of the linearized Bregman iteration for $\ell _1$-norm minimization

(2009) Jian-Feng Cai et al.   MATHEMATICS OF COMPUTATION

Algorithms and software for total variation image reconstruction via first-order methods

(2009) Joachim Dahl et al.   NUMERICAL ALGORITHMS

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

Efficient Schemes for Total Variation Minimization Under Constraints in Image Processing

(2009) Pierre Weiss et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

(2008) D. Needell et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Reproducible Research in Computational Harmonic Analysis

(2008) David L. Donoho et al.   COMPUTING IN SCIENCE & ENGINEERING

Compressed Sensing in Astronomy

(2008) JÉrÔme Bobin et al.   IEEE Journal of Selected Topics in Signal Processing

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

A proximal decomposition method for solving convex variational inverse problems

(2008) Patrick L Combettes et al.   INVERSE PROBLEMS

Enhancing Sparsity by Reweighted ℓ 1 Minimization

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

Accelerated Projected Gradient Method for Linear Inverse Problems with Sparsity Constraints

(2008) Ingrid Daubechies et al.   JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS

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

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

Fixed-Point Continuation for $\ell_1$-Minimization: Methodology and Convergence

(2008) Elaine T. Hale et al.   SIAM JOURNAL ON OPTIMIZATION

Probing the Pareto Frontier for Basis Pursuit Solutions

(2008) Ewout van den Berg et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING