SGD with Variance Reduction beyond Empirical Risk Minimization

Massil Achab, Agathe Guilloux, Stéphane Gaïffas +1

We introduce a doubly stochastic proximal gradient algorithm for optimizing a finite average of smooth convex functions, whose gradients depend on numerically expensive expectation…