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Analyticity of Entropy Rate of Continuous-State Hidden Markov Chains

Probability 2012-08-17 v1 Information Theory math.IT

Abstract

We prove that under certain mild assumptions, the entropy rate of a hidden Markov chain, observed when passing a finite-state stationary Markov chain through a discrete-time continuous-output channel, is jointly analytic as a function of the input Markov chain parameters and the channel parameters. In particular, as consequences of the main theorems, we obtain analyticity for the entropy rate associated with representative channels: Cauchy and Gaussian.

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Cite

@article{arxiv.1208.3261,
  title  = {Analyticity of Entropy Rate of Continuous-State Hidden Markov Chains},
  author = {Guangyue Han and Brian Marcus},
  journal= {arXiv preprint arXiv:1208.3261},
  year   = {2012}
}

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27 pages, 0 figures