Variational nearest neighbor Gaussian process

Luhuan Wu, Geoff Pleiss, John P. Cunningham

Abstract: Variational approximations to Gaussian processes (GPs) typically use a small set of inducing points to form a low-rank approximation to the covariance matrix. In this work, we instead exploit a spa...