Convergence Guarantees for Gaussian Process Means With Misspecified Likelihoods and Smoothness

George Wynne, François-Xavier Briol, Mark Girolami

Gaussian processes are ubiquitous in machine learning, statistics, and applied mathematics. They provide a flexible modelling framework for approximating functions, whilst simultan…