Harmonizable mixture kernels with variational Fourier features

Zheyang Shen, Markus Heinonen, Samuel Kaski

Abstract: The expressive power of Gaussian processes depends heavily on the choice of kernel. In this work we propose the novel harmonizable mixture kernel (HMK), a family of expressive, interpretable, non-s...