Particle Gibbs Split-Merge Sampling for Bayesian Inference in Mixture Models

Alexandre Bouchard-Côté, Arnaud Doucet, Andrew Roth

This paper presents a new Markov chain Monte Carlo method to sample from the posterior distribution of conjugate mixture models. This algorithm relies on a flexible split-merge pro…