In this paper we showed, how to learn LOHMMs from data. After comparison, we chose the componentwise Bayes estimator, which seems to best fit our needs. We ran experiments with synthetic data to show that the presented algorithms work.
In near future, we concentrate our research on the structural learning
of LOHMMs and on different kinds of selection distributions 
.