Learning Parametric-Output HMMs with Two Aliased States

Roi Weiss, Boaz Nadler

Abstract: In various applications involving hidden Markov models (HMMs), some of the hidden states are aliased, having identical output distributions. The minimality, identifiability and learnability of such...