Generative Bayesian Computation as a Scalable Alternative to Gaussian Process Surrogates

Nick Polson, Vadim Sokolov

Gaussian process (GP) surrogates are the default tool for emulating expensive computer experiments, but cubic cost, stationarity assumptions, and Gaussian predictive distributions…