Abstract

We present and discuss the class of dependent mixture models induced by diffusive measure-valued GEM processes. These extend the family of diffusive Dirichlet mixtures to the multiparameter case, including dependent Pitman–Yor mixtures as special cases, and have applications to Bayesian nonparametric inference for dynamic density estimation with discretely collected data.