Collapsed Variational Bayesian Inference for Hidden Markov Models

Pengyu Wang, Phil Blunsom

Abstract: Approximate inference for Bayesian models is dominated by two approaches, variational Bayesian inference and Markov Chain Monte Carlo. Both approaches have their own advantages and disadvantages, a...