I have trained HMM for each class separately, and selected a highest likelihood model given the observation sequence.
However, my requirement is to build single HMM for all classes. Each class can have multiple hidden states from S1,....Sn. For example, if have three classes, then the total number of hidden states are 3xn. How do i train this kind of classifier?.