On Monte-Carlo methods in convex stochastic optimization

Daniel Bartl, Shahar Mendelson

We develop a novel procedure for estimating the optimizer of general convex stochastic optimization problems of the form ${\min }_{x\in \mathcal{X}}\mathbb{E}[F(x,\xi )]$, when the given…