Laplace Matching for fast Approximate Inference in Latent Gaussian Models

Marius Hobbhahn, Philipp Hennig

Bayesian inference on non-Gaussian data is often non-analytic and requires computationally expensive approximations such as sampling or variational inference. We propose an approxi…