Royset, Johannes - In: Computational Optimization and Applications 55 (2013) 2, pp. 265-309
We consider smooth stochastic programs and develop a discrete-time optimal-control problem for adaptively selecting sample sizes in a class of algorithms based on variable sample average approximations (VSAA). The control problem aims to minimize the expected computational cost to obtain a...