Roberto Colombi

Multiple hidden Markov models for categorical time series

2015 · Journal of Multivariate Analysis

We introduce multiple hidden Markov models (MHMMs) where a multivariate categorical time series depends on a latent multivariate Markov chain. MHMMs provide an elegant framework for specifying various independence relationships between multiple discrete time processes. …