Approximate Laplace approximations for scalable model selection

David Rossell, Oriol Abril, Anirban Bhattacharya

We propose the approximate Laplace approximation (ALA) to evaluate integrated likelihoods, a bottleneck in Bayesian model selection. The Laplace approximation (LA) is a popular too…