Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF)

Trefor W. Evans, Prasanth B. Nair

Abstract: We introduce a kernel approximation strategy that enables computation of the Gaussian process log marginal likelihood and all hyperparameter derivatives in O(p) time. Our GRIEF kernel consists of p...