Splitting Methods with Variable Metric for Kurdyka–Łojasiewicz Functions and General Convergence Rates

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences · 2009 · 11.8K citations

Numerical Analysis, Classical Gradient Algorithm, Deblurring +14

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 · 4.9K citations

Mathematical Programming, Numerical Analysis, Engineering +16

Monotone Operators and the Proximal Point Algorithm

R. T. Rockafellar · SIAM Journal on Control and Optimization · 1976 · 3.6K citations

Mathematical Programming, Numerical Analysis, Engineering +13

Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

Benjamin Recht, Maryam Fazel, Pablo A. Parrilo · SIAM Review · 2010 · 3.6K citations · Full text

Numerical Analysis, Mathematical Programming, Engineering +21

For most large underdetermined systems of linear equations the minimal 𝓁₁‐norm solution is also the sparsest solution

David L. Donoho · Communications on Pure and Applied Mathematics · 2006 · 2.5K citations

Numerical Analysis, Spectral Theory, Random Proportional Embeddings +13