Sparse Gaussian Processes Revisited: Bayesian Approaches to Inducing-Variable Approximations

Simone Rossi, Markus Heinonen, Edwin V. Bonilla +2

Variational inference techniques based on inducing variables provide an elegant framework for scalable posterior estimation in Gaussian process (GP) models. Besides enabling scalab…