The Hybrid HMM/MLP Approach

As described earlier, HMMs are now widely used for automatic speech recognition, and inherently incorporate the sequential and statistical character of the speech signal. However, notwithstanding their efficiency, standard HMM-based recognizers suffer from several weaknesses, mainly due to the many hypotheses required to make their optimization possible (see Chapter 3):