Finding Global Optima in Nonconvex Stochastic Semidefinite Optimization with Variance Reduction

Jinshan Zeng, Ke Ma, Yuan Yao

Abstract: There is a recent surge of interest in nonconvex reformulations via low-rank factorization for stochastic convex semidefinite optimization problem in the purpose of efficiency and scalability. Comp...