Minimization by Incremental Stochastic Surrogate Optimization for Large Scale Nonconvex Problems

Belhal Karimi, Hoi-To Wai, Eric Moulines, Ping Li

Abstract: Many constrained, nonconvex and nonsmooth optimization problems can be tackled using the majorization-minimization (MM) method which alternates between constructing a surrogate func- tion which upp...