Stochastic Optimization for Non-convex Problem with Inexact Hessian Matrix, Gradient, and Function

Liu Liu, Xuanqing Liu, Cho-Jui Hsieh +1

Trust-region (TR) and adaptive regularization using cubics (ARC) have proven to have some very appealing theoretical properties for non-convex optimization by concurrently computin…