Detailed Derivations of Small-Variance Asymptotics for some Hierarchical Bayesian Nonparametric Models
Huggins, Jonathan H., Saeedi, Ardavan, Johnson, Matthew J.
In this note we provide detailed derivations of two versions of small-variance asymptotics for hierarchical Dirichlet process (HDP) mixture models and the HDP hidden Markov model (HDP-HMM, a.k.a. the infinite HMM). We include derivations for the probabilities of certain CRP and CRF partitions, which are of more general interest.
Dec-30-2014