Inexact accelerated augmented Lagrangian methods

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2011 · 16K citations

Computing, Computer Science, Machine Learning +13

Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information

Emmanuel J. Candès, Justin Romberg, Terence Tao · IEEE Transactions on Information Theory · 2006 · 15.8K citations

Natural Sciences, Electrical Engineering, Mathematics +16

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences · 2009 · 12K citations

Natural Sciences, Computer Science, Biomedical Imaging +15

An iterative thresholding algorithm for linear inverse problems with a sparsity constraint

Ingrid Daubechies, Michel Defrise, Christine De Mol · Communications on Pure and Applied Mathematics · 2004 · 5K citations

Computing, Computer Science, Mathematics +10

The Split Bregman Method for L1-Regularized Problems

Tom Goldstein, Stanley Osher · SIAM Journal on Imaging Sciences · 2009 · 4.3K citations

Natural Sciences, Mathematics, Radiology +17