State Space Expectation Propagation: Efficient Inference Schemes for Temporal Gaussian Processes

William J. Wilkinson, Paul E. Chang, Michael Riis Andersen, Arno Solin

Abstract: We formulate approximate Bayesian inference in non-conjugate temporal and spatio-temporal Gaussian process models as a simple parameter update rule applied during Kalman smoothing. This viewpoint e...