Adaptive Gaussian process approximation for Bayesian inference with expensive likelihood functions

Hongqiao Wang, Jinglai Li

We consider Bayesian inference problems with computationally intensive likelihood functions. We propose a Gaussian process (GP) based method to approximate the joint distribution o…