Accelerating Derivative-Free Optimization with Dimension Reduction and Hyperparameter Learning

Jordan R. Hall, Varis Carey

We consider convex, black-box objective functions with additive or multiplicative noise with a high-dimensional parameter space and a data space of lower dimension, where gradients…