Marginalised Gaussian Processes with Nested Sampling

Fergus Simpson, Vidhi Lalchand, Carl Edward Rasmussen

Gaussian Process (GPs) models are a rich distribution over functions with inductive biases controlled by a kernel function. Learning occurs through the optimisation of kernel hyper…