Iterative Construction of Gaussian Process Surrogate Models for Bayesian Inference

Leen Alawieh, Jonathan Goodman, John B. Bell

A new algorithm is developed to tackle the issue of sampling non-Gaussian model parameter posterior probability distributions that arise from solutions to Bayesian inverse problems…