Beyond Laplace: Closed-form wrapped Gaussian posterior approximations on statistical manifolds

Marcelo Hartmann, Luu Hoang Phuc Hau, Anton Mallasto +5

In Bayesian statistics, the Laplace approximation provides a computationally efficient approximation to posterior distributions. However, its Gaussian form restricts it to elliptic…