Fast calculation of Gaussian process multiple-fold cross-validation residuals and their covariances

Abstract

We generalize fast Gaussian process leave-one-out formulae to multiple-fold cross-validation, highlighting in turn the covariance structure of cross-validation residuals in simple and universal kri...