No-regret approximate inference via Bayesian optimisation

Rafael Oliveira, Lionel Ott, Fabio Ramos

Abstract: We consider Bayesian inference problems where the likelihood function is either expensive to evaluate or only available via noisy estimates. This setting encompasses application scenarios involving...