The step (see Sub-section 3.2) for learning of HMM parameters {π π π, B, A} is heavily dependent on the initial values of these parameters (Wu, 1983;Xu and Jordan, 1996;Huda et al., 2006).
a good initial estimation of the HMM parameters can help achieve a higher classification accuracy.