On the entropy rate of word-valued sources

R. Timo*, K. Blackmore, L. Hanlen

*Corresponding author for this work

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    3 Citations (Scopus)

    Abstract

    A word-valued source Y is a discrete finite alphabet random process which is created by encoding a discrete random process X with a symbol-to-word function f. In Information Theory (in particular source coding), it is of interest to know which word valued sources possess an entropy rate H̄(Y). Nishiara and Morita showed that if X is independent and identically distributed and f is prefix free, then H̄(Y) exists and is equal to H̄(X) divided the expected codeword length. This "conservation of entropy" result was latter extended by Goto, Matsushima and Hirasawa to include stationary and ergodic X. In this paper, we extend these results to ergodic and Asymptotically Mean Stationary (AMS) X: If X is Asymptotically Mean Stationary (AMS), then H̄(Y) is equal to the expectation of the entropy rate of each stationary ergodic sub-source of X divided by the expected codeword length of that sub-source. The second result in this paper solves an open problem concerning the existence of H̄(Y) when f is not prefix free. If X is Asymptotically Mean Stationary (AMS) and f is not prefix free, then H̄(Y) exists and is upper bound by the expectation of the entropy rate of each stationary ergodic sub-source of X divided by the expected codeword length of that sub-source. The theoretical results presented in this paper may be applied to problems in source coding, telecommunications and networking.

    Original languageEnglish
    Title of host publication2007 Australasian Telecommunication Networks and Applications Conference, ATNAC 2007
    PublisherIEEE Computer Society
    Pages377-382
    Number of pages6
    ISBN (Print)1424415578, 9781424415571
    DOIs
    Publication statusPublished - 2007
    Event2007 Australasian Telecommunication Networks and Applications Conference, ATNAC 2007 - Christchurch, New Zealand
    Duration: 2 Dec 20075 Dec 2007

    Publication series

    Name2007 Australasian Telecommunication Networks and Applications Conference, ATNAC 2007

    Conference

    Conference2007 Australasian Telecommunication Networks and Applications Conference, ATNAC 2007
    Country/TerritoryNew Zealand
    CityChristchurch
    Period2/12/075/12/07

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