On learning parametric-output HMMs

Aryeh Kontorovich, Boaz Nadler, Roi Weiss

Abstract: We present a novel approach to learning an HMM whose outputs are distributed according to a parametric family. This is done by \em decoupling the learning task into two steps: first estimating the ...