Since the alignment in the HMM-based model is determined by a hidden variable, the EM algorithm is required to estimate the parameters of the model (see (Och and Ney, 2003)).
the standard EM algorithm is not appropriate to incrementally extend our HMM-based models because it is designed to work in batch training scenarios.