Surrogate-Based Bayesian Inference: Uncertainty Quantification and Active Learning

Andrew Gerard Roberts, Michael C. Dietze, Jonathan H. Huggins

Surrogate models - also called emulators - are widely used to facilitate Bayesian inference in settings where computational costs preclude the use of standard posterior inference a…