• DocumentCode
    1780532
  • Title

    The rate-information trade-off for Gaussian vector channels

  • Author

    Winkelbauer, Andreas ; Farthofer, Stefan ; Matz, Gerald

  • Author_Institution
    Inst. of Telecommun., Vienna Univ. of Technol., Vienna, Austria
  • fYear
    2014
  • fDate
    June 29 2014-July 4 2014
  • Firstpage
    2849
  • Lastpage
    2853
  • Abstract
    We consider lossy compression of the output of a Gaussian vector channel. This is relevant for quantizer design in rate-limited feedback and in receiver front-ends. In particular, we study the trade-off between compression rate and mutual information between channel input and compressed channel output. Using the Gaussian information bottleneck we provide closed-form expressions for the information-rate function and the rate-information function. We prove that optimal compression in the rate distortion sense with squared-error distortion does not achieve the optimal rate-information trade-off. The suboptimality of the rate distortion approach is quantified and we give an upper bound on the gap to the optimal rate-information tradeoff. Finally, our results are corroborated by numerical examples.
  • Keywords
    Gaussian channels; Gaussian information bottleneck; Gaussian vector channels; channel input; compression rate; information rate function; mutual information; quantizer design; rate information function; rate information tradeoff; rate limited feedback; receiver front ends; squared error distortion; Eigenvalues and eigenfunctions; Mutual information; Rate-distortion; Resource management; Upper bound; Vectors; data compression; information bottleneck; quantization; rate distortion theory; source coding;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory (ISIT), 2014 IEEE International Symposium on
  • Conference_Location
    Honolulu, HI
  • Type

    conf

  • DOI
    10.1109/ISIT.2014.6875354
  • Filename
    6875354