An HMM grammar is essentially a standard HMM whose state variable is N (nonterminal, with values such
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An HMM grammar is essentially a standard HMM whose state variable is N (nonterminal, with values such as Det, Adjective, Noun and so on) and whose evidence variable is W (word, with values such as is, duck, and so on). The HMM model includes a prior P(N0), a transition model P(Nt+1|Nt), and a sensor model P(Wt |Nt). Show that every HMM grammar can be written as a PCFG. [Hint: start by thinking about how the HMM prior can be represented by PCFG rules for the sentence symbol. You may find it helpful to illustrate for the particular HMM with values A, B for N and values x, y for W.]
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Artificial Intelligence A Modern Approach
ISBN: 9780134610993
4th Edition
Authors: Stuart Russell, Peter Norvig
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