Orthant Based Proximal Stochastic Gradient Method for ${\ell }_1$-Regularized Optimization

Tianyi Chen, Tianyu Ding, Bo Ji +6

Sparsity-inducing regularization problems are ubiquitous in machine learning applications, ranging from feature selection to model compression. In this paper, we present a novel st…