Rates of Convergence for Sparse Variational Gaussian Process Regression

David R. Burt, Carl Edward Rasmussen, Mark van der Wilk

Abstract: Excellent variational approximations to Gaussian process posteriors have been developed which avoid the $\mathcal{O}\left(N^3\right)$ scaling with dataset size $N$. They reduce the computational co...