Dealing with separation problem in hidden Markov models with covariates based on a penalized maximum likelihood approach

Luca Brusa, Fulvia Pennoni, Francesco Bartolucci +1

A penalized maximum likelihood estimation approach is proposed for discrete-time hidden Markov models where covariates affect the observed responses and serial dependence is consid…