Pseudo-Marginal Bayesian Inference for Gaussian Processes

Maurizio Filippone, Mark Girolami

The main challenges that arise when adopting Gaussian Process priors in probabilistic modeling are how to carry out exact Bayesian inference and how to account for uncertainty on m…