Exploring the likelihood surface in multivariate Gaussian mixtures using Hamiltonian Monte Carlo

Francesca Azzolini, Hans Skaug

Multimodality of the likelihood in Gaussian mixtures is a well-known problem. The choice of the initial parameter vector for the numerical optimizer may affect whether the optimize…