Accelerated Stochastic Gradient Method for Composite Regularization

Wenliang Zhong, James Tin-Yau Kwok

Abstract: Regularized risk minimization often involves nonsmooth optimization. This can be particularly challenging when the regularizer is a sum of simpler regularizers, as in the overlapping group lasso. V...