Zhiqiang Zhou

Dynamic Stochastic Approximation for Multi-stage Stochastic Optimization

2017 · arXiv (Cornell University)

In this paper, we consider multi-stage stochastic optimization problems with convex objectives and conic constraints at each stage. We present a new stochastic first-order method, namely the dynamic stochastic approximation (DSA) algorithm, for solving these …