Adaptive Bayesian credible sets in regression with a Gaussian process prior

Suzanne Sniekers, Aad van der Vaart

We investigate two empirical Bayes methods and a hierarchical Bayes method for adapting the scale of a Gaussian process prior in a nonparametric regression model. We show that all…