Title :
Analyticity of Entropy Rate in Families of Hidden Markov Chains (II)
Author :
Han, Guangyue ; Marcus, Brian
Author_Institution :
Dept. of Math., British Columbia Univ., Vancouver, BC
Abstract :
We give relaxed sufficient conditions (compared to D. Blackwell (1957)) for analyticity of the entropy rate of a hidden Markov chain. Several special cases of the relaxed conditions are discussed. A general principle to calculate the domain of analyticity is stated. An example is given to estimate the radius of convergence for the entropy rate. Finally, we prove a "stabilizing" property of "black hole" case, which suggests that one can explicitly compute the derivatives and obtain an explicit Taylor series in certain cases, generalizing the results in O. Zuk et al. (2004)
Keywords :
entropy; hidden Markov models; matrix algebra; series (mathematics); Taylor series; black hole case; entropy rate; hidden Markov chains; Convergence; Eigenvalues and eigenfunctions; Entropy; Hidden Markov models; Mathematics; Sufficient conditions; Taylor series;
Conference_Titel :
Information Theory, 2006 IEEE International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
1-4244-0505-X
Electronic_ISBN :
1-4244-0504-1
DOI :
10.1109/ISIT.2006.261683