GP-ALPS: Automatic Latent Process Selection for Multi-Output Gaussian Process Models

Pavel Berkovich, Eric Perim, Wessel Bruinsma

A simple and widely adopted approach to extend Gaussian processes (GPs) to multiple outputs is to model each output as a linear combination of a collection of shared, unobserved la…