• DocumentCode
    913994
  • Title

    Information rates of autoregressive processes

  • Author

    Gray, Robert M.

  • Volume
    16
  • Issue
    4
  • fYear
    1970
  • fDate
    7/1/1970 12:00:00 AM
  • Firstpage
    412
  • Lastpage
    421
  • Abstract
    The rate distortion function R(D) is calculated for two time-discrete autoregressive sources--the time-discrete Gaussian autoregressive source with a mean-square-error fidelity criterion and the binary-symmetric first-order Markov source with an average probability-of-error per bit fidelity criterion. In both cases it is shown that R(D) is bounded below by the rate distortion function of the independent-letter identically distributed sequence that generates the autoregressive source. This lower bound is shown to hold with equality for a nonzero region of small average distortion. The positive coding theorem is proved for the possibly nonstationary Gaussian autoregressive source with a constraint on the parameters. Finally, it is shown that the rate distortion function of any time-discrete autoregressive source with a difference distortion measure can be bounded below by the rate distortion function of the independent-letter identically distributed generating sequence with the same distortion measure.
  • Keywords
    Autoregressive processes; Rate-distortion theory; Autoregressive processes; Codes; Constraint theory; Contracts; Distortion measurement; Helium; Information rates; Random processes; Rate distortion theory; Rate-distortion;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.1970.1054470
  • Filename
    1054470