Gaussian Processes to speed up MCMC with automatic exploratory-exploitation effect

Alessio Benavoli, Jason Wyse, Arthur White

We present a two-stage Metropolis-Hastings algorithm for sampling probabilistic models, whose log-likelihood is computationally expensive to evaluate, by using a surrogate Gaussian…