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Note that the term P(W), which models the sequence of letters, is not required in the maximization process, since it is not a function of S. Given the existence of these two distributions there is a well-understood method of estimating the parameters of a hidden Markov Model (HMM) which approximates the true distributions, and performing the decoding as disclosed in Tutorial on Hidden Markov Mode
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