• DocumentCode
    1424785
  • Title

    The role of the asymptotic equipartition property in noiseless source coding

  • Author

    Verdu, Sergio ; Han, Te Sun

  • Author_Institution
    Dept. of Electr. Eng., Princeton Univ., NJ, USA
  • Volume
    43
  • Issue
    3
  • fYear
    1997
  • fDate
    5/1/1997 12:00:00 AM
  • Firstpage
    847
  • Lastpage
    857
  • Abstract
    The (noiseless) fixed-length source coding theorem states that, except for outcomes in a set of vanishing probability, a source can be encoded at its entropy but not more efficiently. It is well known that the asymptotic equipartition property (AEP) is a sufficient condition for a source to be encodable at its entropy. This paper shows that the AEP is necessary for the source coding theorem to hold for nonzero-entropy finite-alphabet sources. Furthermore, we show that a nonzero-entropy finite-alphabet source satisfies the direct coding theorem if and only if it satisfies the strong converse. In addition, we introduce the more general setting of nonserial information sources which need not put out strings of symbols. In this context, which encompasses the conventional serial setting, the AEP is equivalent to the validity of the strong coding theorem. Fundamental limits for data compression of nonserial information sources are shown based on the flat-top property-a new sufficient condition for the AEP
  • Keywords
    data compression; entropy codes; source coding; asymptotic equipartition property; data compression; direct coding theorem; entropy coding; fixed length source coding theorem; flat-top property; noiseless source coding; nonserial information sources; nonzero entropy finite alphabet sources; source coding theorem; strong coding theorem; strong converse; sufficient condition; vanishing probability; Binary codes; Data compression; Decoding; Entropy; Helium; Information systems; Source coding; Sufficient conditions; Sun; Tellurium;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.568696
  • Filename
    568696