Rates of contraction of posterior distributions based on Gaussian process priors

A. W. van der Vaart, J. H. van Zanten

We derive rates of contraction of posterior distributions on nonparametric or semiparametric models based on Gaussian processes. The rate of contraction is shown to depend on the p…