Junwen Qiu

A Normal Map-Based Proximal Stochastic Gradient Method: Convergence and Identification Properties

Abstract. The proximal stochastic gradient method ([Formula: see text]) is one of the state-of-the-art approaches for stochastic composite-type problems. In contrast to its deterministic counterpart, [Formula: see text] has been found to have difficulties with the correct identif...