• DocumentCode
    1559285
  • Title

    Tradeoffs between the excess-code-length exponent and the excess-distortion exponent in lossy source coding

  • Author

    Weissman, Tsachy ; Merhav, Neri

  • Author_Institution
    Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
  • Volume
    48
  • Issue
    2
  • fYear
    2002
  • fDate
    2/1/2002 12:00:00 AM
  • Firstpage
    396
  • Lastpage
    415
  • Abstract
    Lossy compression of a discrete memoryless source (DMS) with respect to a single-letter distortion measure is considered. We study the best attainable tradeoff between the exponential rates of the probabilities that the codeword length and that the cumulative distortion exceed respective thresholds for two main cases. The first scenario examined is that where the source is corrupted by a discrete memoryless channel (DMC) prior to reaching the coder. In the second part of this work, we examine the universal setting, where the (noise-free) source is an unknown member Pθ of a given family {P θ,θ∈Θ}. Here, inspired by an approach which was proven fruitful previously in the context of composite hypothesis testing, we allow the constraint on the excess-code-length exponent to be θ-dependent. Corollaries are derived for some special cases of interest, including Marton´s (1974) classical source coding exponent and its generalization to the case where the constraint on the rate of the code is relaxed from an almost sure constraint to a constraint on the excess-code-length exponent
  • Keywords
    memoryless systems; source coding; DMC; DMS; Marton classical source coding exponent; codeword length; cumulative distortion; discrete memoryless channel; discrete memoryless source; excess-code-length exponent; excess-distortion exponent; exponential rates; lossy compression; lossy source coding; noise-free source; single-letter distortion measure; universal setting; Distortion measurement; Length measurement; Loss measurement; Memoryless systems; Performance loss; Rate distortion theory; Rate-distortion; Source coding; Testing;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.978747
  • Filename
    978747