We then apply PVI to three probabilistic models: the Dirichlet process mixture model (DPMM; Antoniak, 1974; Escobar and West, 1995; Fearnhead, 2004), the infinite HMM (iHMM; Beal et al., 2002; Teh et al., 2006), and the Ising model.