On the convergence of the direct extension of ADMM for three-block separable convex minimization models with one strongly convex function

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

A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging

Antonin Chambolle, Thomas Pock · Journal of Mathematical Imaging and Vision · 2010 · 4.4K citations

Natural Sciences, Computer Science, Mathematics +13

Monotone Operators and the Proximal Point Algorithm

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

Natural Sciences, Computer Science, Algorithms +12

Discriminant Analysis and Statistical Pattern Recognition.

Douglas M. Hawkins, Geoffrey J. McLachlan · Journal of the American Statistical Association · 1993 · 2.7K citations

Computing, Computer Science, Feature Engineering +14

Multiplier and gradient methods

Magnus R. Hestenes · Journal of Optimization Theory and Applications · 1969 · 2.5K citations

Natural Sciences, Computer Science, Mathematics +8