Efficient reduced-rank methods for Gaussian processes with eigenfunction expansions

Philip Greengard, Michael O'Neil

In this work we introduce a reduced-rank algorithm for Gaussian process regression. Our numerical scheme converts a Gaussian process on a user-specified interval to its Karhunen-Lo…