DEVOLDER, Olivier - Center for Operations Research and Econometrics (CORE), … - 2011
In this paper, we are interested in the development of efficient first-order methods for convex optimization problems in the simultaneous presence of smoothness of the objective function and stochasticity in the first-order information. First, we consider the Stochastic Primal Gradient method,...