Regularized Sample Average Approximation for High-Dimensional Stochastic Optimization Under Low-Rankness

Hongcheng Liu, Charles Hernandez, Hung Yi Lee

This paper concerns a high-dimensional stochastic programming problem of minimizing a function of expected cost with a matrix argument. To this problem, one of the most widely appl…