Emily Charlotte Ehrhardt

Accelerated training of Gaussian processes using banded square exponential covariances

We propose a novel approach to computationally efficient GP training based on the observation that square-exponential (SE) covariance matrices contain several off-diagonal entries extremely close to zero. We construct a principled procedure to eliminate those entries to produce a \emph{banded}-matri…