Uncertainty quantification for sparse spectral variational approximations in Gaussian process regression

Dennis Nieman, Botond Szabo, Harry van Zanten

We investigate the frequentist guarantees of the variational sparse Gaussian process regression model. In the theoretical analysis, we focus on the variational approach with spectr…