Variable-sample methods for stochastic optimization

In this article we discuss the application of a certain class of Monte Carlo methods to stochastic optimization problems. Particularly, we study variable-sample techniques, in which the objective function is replaced, at each iteration , by a sample average approximation. We first provide general re... View More