Practical Global and Local Bounds in Gaussian Process Regression via Chaining

Junyi Liu, Stanley Kok

Gaussian process regression (GPR) is a popular nonparametric Bayesian method that provides predictive uncertainty estimates and is widely used in safety-critical applications. Whil…