Convergence Certificate for Stochastic Derivative-Free Trust-Region Methods based on Gaussian Processes

Harsh A. Shukla, Tafarel de Avila Ferreira, Timm Faulwasser +2

In many machine learning applications, one wants to learn the unknown objective and constraint functions of an optimization problem from available data and then apply some techniqu…