Randomized Derivative-Free Optimization of Noisy Convex Functions

Ruobing Chen, Stefan Wild

We propose STARS, a randomized derivative-free algorithm for unconstrained optimization when the function evaluations are contaminated with random noise. STARS takes dynamic, noise…