• DocumentCode
    1215076
  • Title

    Variable-rate source coding theorems for stationary nonergodic sources

  • Author

    Effros, M. ; Chou, P.A. ; Gray, R.M.

  • Author_Institution
    Inf. Syst. Lab., Stanford Univ., CA, USA
  • Volume
    40
  • Issue
    6
  • fYear
    1994
  • fDate
    11/1/1994 12:00:00 AM
  • Firstpage
    1920
  • Lastpage
    1925
  • Abstract
    For a stationary ergodic source, the source coding theorem and its converse imply that the optimal performance theoretically achievable by a fixed-rate or variable-rate block quantizer is equal to the distortion-rate function, which is defined as the infimum of an expected distortion subject to a mutual information constraint. For a stationary nonergodic source, however, the. Distortion-rate function cannot in general be achieved arbitrarily closely by a fixed-rate block code. We show, though, that for any stationary nonergodic source with a Polish alphabet, the distortion-rate function can be achieved arbitrarily closely by a variable-rate block code. We also show that the distortion-rate function of a stationary nonergodic source has a decomposition as the average of the distortion-rate functions of the source´s stationary ergodic components, where the average is taken over points on the component distortion-rate functions having the same slope. These results extend previously known results for finite alphabets
  • Keywords
    source coding; variable rate codes; Polish alphabet; average; distortion rate function; finite alphabets; information constraint; slope; stationary nonergodic sources; variable rate block code; variable rate source coding theorems; Block codes; Constraint theory; Distortion measurement; Extraterrestrial measurements; Information systems; Lagrangian functions; Mutual information; Quantization; Source coding; Space stations;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.340466
  • Filename
    340466