Posterior Consistency for Gaussian Process Approximations of Bayesian Posterior Distributions

Andrew M. Stuart, Aretha L. Teckentrup

We study the use of Gaussian process emulators to approximate the parameter-to-observation map or the negative log-likelihood in Bayesian inverse problems. We prove error bounds on…