Combining Pseudo-Point and State Space Approximations for Sum-Separable Gaussian Processes

Will Tebbutt, Arno Solin, Richard E. Turner

Gaussian processes (GPs) are important probabilistic tools for inference and learning in spatio-temporal modelling problems such as those in climate science and epidemiology. Howev…