Further Understanding of a Local Gaussian Process Approximation: Characterising Convergence in the Finite Regime

Anthony Stephenson, Robert Allison, Edward Pyzer-Knapp

We show that common choices of kernel functions for a highly accurate and massively scalable nearest-neighbour based GP regression model (GPnn: \cite{GPnn}) exhibit gradual converg…