Random Feature Expansions for Deep Gaussian Processes

Kurt Cutajar, Edwin V. Bonilla, Pietro Michiardi, Maurizio Filippone

Abstract: The composition of multiple Gaussian Processes as a Deep Gaussian Process DGP enables a deep probabilistic nonparametric approach to flexibly tackle complex machine learning problems with sound qua...