Analysis of nonsmooth stochastic approximation: the differential inclusion approach

Szymon Majewski, Błażej Miasojedow, Eric Moulines

In this paper we address the convergence of stochastic approximation when the functions to be minimized are not convex and nonsmooth. We show that the "mean-limit" approach to the…