A Smoothing Proximal Gradient Algorithm for Nonsmooth Convex Regression with Cardinality Penalty

Abstract

In this paper, we focus on the constrained sparse regression problem, where the loss function is convex but nonsmooth and the penalty term is defined by the cardinality function. First, we give an ...