hi, I'm looking for a methodology to find the optimal state sequence given an observation sequence (using viterbi or otherwise) in an explicit duration HMM. All the papers on explicit duration HMM give an optimal state at time step t, gvien an observation sequence. They give is as q(t) = argmax(gamma(i)), where gamma is combination of the forward-backward variables alpha and beta. The problem with the above approach is that the final resulting state sequence can contain state transitions which have transition probability = 0. Any help or pointers to literature is appreciated. thanks Ganesh
explicit duration HMM
Started by ●April 4, 2014
Reply by ●April 13, 20142014-04-13
On Friday, April 4, 2014 11:28:37 PM UTC+13, ganes...@gmail.com wrote:> hi, > > I'm looking for a methodology to find the optimal state sequence given an observation sequence (using viterbi or otherwise) in an explicit duration HMM. > > > > All the papers on explicit duration HMM give an optimal state at time step t, gvien an observation sequence. They give is as q(t) = argmax(gamma(i)), where gamma is combination of the forward-backward variables alpha and beta. > > > > The problem with the above approach is that the final resulting state sequence can contain state transitions which have transition probability = 0. > > > > Any help or pointers to literature is appreciated. > > > > thanks > > GaneshIs this for a Ph.D?