Stochastic Adaptive Quasi-Newton Methods for Minimizing Expected Values

Chaoxu Zhou, Wenbo Gao, Donald Goldfarb

Abstract: We propose a novel class of stochastic, adaptive methods for minimizing self-concordant functions which can be expressed as an expected value. These methods generate an estimate of the true objecti...