Augmented Ensemble MCMC sampling in Factorial Hidden Markov Models

Kaspar Märtens, Michalis K Titsias, Christopher Yau

Bayesian inference for factorial hidden Markov models is challenging due to the exponentially sized latent variable space. Standard Monte Carlo samplers can have difficulties effec…