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.
Keywords
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}
}
Comments
27 pages, 0 figures