Bayesian optimization for automated model selection

Gustavo Malkomes, Chip Schaff, Roman Garnett

Abstract: Despite the success of kernel-based nonparametric methods, kernel selection still requires considerable expertise, and is often described as a “black art.” We present a sophisticated method for aut...