Wasserstein-Splitting Gaussian Process Regression for Heterogeneous Online Bayesian Inference

Michael E. Kepler, Alec Koppel, Amrit Singh Bedi +1

Gaussian processes (GPs) are a well-known nonparametric Bayesian inference technique, but they suffer from scalability problems for large sample sizes, and their performance can de…