On Basis Function Selection for Sparse Gaussian Process Regression

Marnix Van Soom, Ivan De Boi

Sparse Gaussian processes achieve $O(N)$ inference by replacing the kernel with an appropriate expansion in a fixed basis $\{{\varphi }_j\}$ on the input space. Given a compute budget $M \l…