15 citations · 16 across the 2 of their papers we have counts for
2 papers
cs.LG2015★ 1 cited
Learning Parametric-Output HMMs with Two Aliased States
Roi Weiss, Boaz Nadler
In various applications involving hidden Markov models (HMMs), some of the hidden states are aliased, having identical output distributions. The minimality, identifiability and lea…
cs.LG2013★ 15 cited
On learning parametric-output HMMs
Aryeh Kontorovich, Boaz Nadler, Roi Weiss
We present a novel approach for learning an HMM whose outputs are distributed according to a parametric family. This is done by {\em decoupling} the learning task into two steps: f…