2023
Nonparametric Gaussian Process Covariances via Multidimensional Convolutions
AISTATS 2023poster
A key challenge in the practical application of Gaussian processes (GPs) is selecting a proper covariance function. The process convolutions construction of GPs allows some additional flexibility, but still requires choosing a proper smoothing kernel, which is non-trivial. Previous approaches have b…