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Entropy rate 1 Exponential convergence 1 Hidden Markov model 1 Path-mergeable 1
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Exponential bounds for convergence of entropy rate approximations in hidden Markov models satisfying a path-mergeability condition
Travers, Nicholas F. - In: Stochastic Processes and their Applications 124 (2014) 12, pp. 4149-4170
A hidden Markov model (HMM) is said to have path-mergeable states if for any two states i,j there exist a word w and state k such that it is possible to transition from both i and j to k while emitting w. We show that for a finite HMM with path-mergeable states the block estimates of the entropy...
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