Bernardo Williams Moreno Sanchez

Riemannian Laplace Approximation with the Fisher Metric

Laplace’s method approximates a target density with a Gaussian distribution at its mode. It is computationally efficient and asymptotically exact for Bayesian inference due to the Bernstein-von Mises theorem, but for complex targets and finite-data posteriors it is often too crude an approximation.…