Learning Deep Mixtures of Gaussian Process Experts Using Sum-Product Networks

Martin Trapp, Robert Peharz, Carl E. Rasmussen +1

While Gaussian processes (GPs) are the method of choice for regression tasks, they also come with practical difficulties, as inference cost scales cubic in time and quadratic in me…