Hilbert Space Methods for Reduced-Rank Gaussian Process Regression

Arno Solin, Simo Särkkä

This paper proposes a novel scheme for reduced-rank Gaussian process regression. The method is based on an approximate series expansion of the covariance function in terms of an ei…