• DocumentCode
    1414261
  • Title

    The redundancy of source coding with a fidelity criterion. 1. Known statistics

  • Author

    Zhang, Zhen ; Yang, En-Hui ; Wei, Victor K.

  • Author_Institution
    Commun. Sci. Inst., Univ. of Southern California, Los Angeles, CA, USA
  • Volume
    43
  • Issue
    1
  • fYear
    1997
  • fDate
    1/1/1997 12:00:00 AM
  • Firstpage
    71
  • Lastpage
    91
  • Abstract
    The problem of redundancy of source coding with respect to a fidelity criterion is considered. For any fixed rate R>0 and any memoryless source with finite source and reproduction alphabets and a common distribution p, the nth-order distortion redundancy Dn(R) of fixed-rate coding is defined as the minimum of the difference between the expected distortion per symbol of any block code with length n and rate R and the distortion rate function d(p,R) of the source p. It is demonstrated that for sufficiently large n, Dn(R) is equal to -(∂/∂R)d(p,R) ln n/2n+o(ln n/n), where (∂/∂R)d(p,R) is the partial derivative of d(p,R) evaluated at R and assumed to exist. For any fixed distortion level d>0 and any memoryless source p, the nth-order rate redundancy Rn(d) of coding at fixed distortion level d (or by using d-semifaithful codes) is defined as the minimum of the difference between the expected rate per symbol of any d-semifaithful code of length n and the rate-distortion function R(p,d) of p evaluated at d. It is proved that for sufficiently large n, Rn(d) is upper-bounded by ln n/n+o(ln n/n) and lower-bounded by In n/2n+o(In n/n). As a by-product, the lower bound of Rn(d) derived in this paper gives a positive answer to a conjecture proposed by Yu and Speed (1993)
  • Keywords
    block codes; memoryless systems; rate distortion theory; redundancy; source coding; statistical analysis; block code; d-semifaithful codes; distortion per symbol; distortion rate function; distribution; fidelity criterion; finite source alphabet; fixed-rate coding; memoryless source; nth-order distortion redundancy; nth-order rate redundancy; redundancy; reproduction alphabet; source coding; statistics; Block codes; Distortion measurement; Entropy; Length measurement; Mutual information; Rate distortion theory; Rate-distortion; Source coding; Statistical distributions; Statistics;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.567651
  • Filename
    567651