Stochastic trust-region algorithm in random subspaces with convergence and expected complexity analyses

Kwassi Joseph Dzahini, Stefan M. Wild

This work proposes a framework for large-scale stochastic derivative-free optimization (DFO) by introducing STARS, a trust-region method based on iterative minimization in random s…