Kellin N. Rumsey

A Review of Bayesian Surrogate Modeling for High-Dimensional Computer Simulations

Bayesian surrogate models play a central role in the analysis of computationally expensive physics-based simulators, particularly when uncertainty quantification (UQ) is a primary objective. This review provides a high-level overview of commonly used Bayesian surrogate modeling methods for high-dimensional computer sim...