On the linear convergence of the alternating direction method of multipliers

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

Model Selection and Estimation in Regression with Grouped Variables

Ming Yuan, Yi Lin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 7.5K citations · Full text

Business, Biostatistics, Optimization +11

Iterative Solution of Nonlinear Equations in Several Variables

E. I., J. M. Ortega, Werner C. Rheinboldt · Mathematics of Computation · 1971 · 4.5K citations

Natural Sciences, Mathematics, Differential Equations +9

On the Douglas—Rachford splitting method and the proximal point algorithm for maximal monotone operators

Jonathan Eckstein, Dimitri P. Bertsekas · Mathematical Programming · 1992 · 2.9K citations · Full text

Computing, Computer Science, Algorithms +8

The relaxation method of finding the common point of convex sets and its application to the solution of problems in convex programming

L.M. Bregman · USSR Computational Mathematics and Mathematical Physics · 1967 · 2.7K citations

Natural Sciences, Computer Science, Mathematics +12