Variational Learning of Inducing Variables in Sparse Gaussian Processes

Michalis K. Titsias

Abstract: Sparse Gaussian process methods that use inducing variables require the selection of the inducing inputs and the kernel hyperparameters. We introduce a variational formulation for sparse approximat...