Alexis Roche

On numerical approximation schemes for expectation propagation

2016 · arXiv (Cornell University)

Several numerical approximation strategies for the expectation-propagation algorithm are studied in the context of large-scale learning: the Laplace method, a faster variant of it, Gaussian quadrature, and a deterministic version of variational sampling (i.e., combining …