The posteriors can then be easily evaluated: In the standard M-step, the parameters are estimated using maximum likelihood.
we found a Variational Bayesian (VB) update procedure for the HMM parameters similar to (Johnson, 2007;Beal, 2003) provides some improvement and stability.