Nathaniel Garton

Knot Selection in Sparse Gaussian Processes

2020 · arXiv (Cornell University)

Knot-based, sparse Gaussian processes have enjoyed considerable success as scalable approximations to full Gaussian processes. Problems can occur, however, when knot selection is done by optimizing the marginal likelihood. For example, the marginal likelihood surface …