Automated Model Selection with Bayesian Quadrature

Henry Chai, Jean-Francois Ton, Michael A. Osborne, Roman Garnett

Abstract: We present a novel technique for tailoring Bayesian quadrature (BQ) to model selection. The state-of-the-art for comparing the evidence of multiple models relies on Monte Carlo methods, which conve...