document: Two-layer model for the formation of states of the hidden Markov chains Procedures for the formation of states of the hidden Markov models are described . Formant amplitudes and frequencies are used as state features . The training strategy is presented that allows one to calculate the parameters of conditional probabilities of the generation of a given formant set by a given hidden state with the help of the maximum likelihood method
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