Stochastic Variance-Reduced Cubic Regularized Newton Method

Dongruo Zhou, Pan Xu, Quanquan Gu

Abstract: We propose a stochastic variance-reduced cubic regularized Newton method (SVRC) for non-convex optimization. At the core of our algorithm is a novel semi-stochastic gradient along with a semi-stoch...