• DocumentCode
    1343329
  • Title

    Exact recovery of higher order moments

  • Author

    Cheded, L.

  • Author_Institution
    Dept. of Syst. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
  • Volume
    44
  • Issue
    2
  • fYear
    1998
  • fDate
    3/1/1998 12:00:00 AM
  • Firstpage
    851
  • Lastpage
    858
  • Abstract
    This correspondence addresses the problem of exact recovery of higher order moments of unquantized signals from those of their quantized counterparts, in the context of nonsubtractive dithered quantization. It introduces a new statistical characterization of the dithered quantizer in the form of a pth-order moment-sense input/ouput function hp (x). A class of signals for which the solution to the exact moment recovery problem is guaranteed is defined, and some of its key properties are stated and proved. Two approaches to this problem are discussed and the practical gains accruing from the 1-bit implementation of the second approach are highlighted. Finally, a fruitful extension of this work to the exact recovery of cumulants is briefly pointed out
  • Keywords
    higher order statistics; quantisation (signal); signal reconstruction; 1-bit implementation; cumulants; exact recovery; higher order moments; moment recovery problem; nonsubtractive dithered quantization; pth-order moment-sense input/ouput function; statistical characterization; unquantized signals; Additive noise; Higher order statistics; Minerals; Multidimensional systems; Petroleum; Probability density function; Quantization; Signal processing; Signal to noise ratio; Systems engineering and theory;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.661534
  • Filename
    661534