Error analysis for stochastic gradient optimization schemes using modified equations

Charles-Edouard Bréhier, Marc Dambrine, Nassim En-Nebbazi

We consider a class of stochastic gradient optimization schemes. Assuming that the objective function is strongly convex, we prove weak error estimates which are uniform in time fo…