• DocumentCode
    2578807
  • Title

    Gaussianization of random inputs by filtering plants: The case of poisson white and telegraph processes

  • Author

    Ching, ShiNung ; Meerkov, Semyon M. ; Runolfsson, Thordur

  • Author_Institution
    Dept. of Brain & Cognitive Sci., MIT, Cambridge, MA, USA
  • fYear
    2010
  • fDate
    15-17 Dec. 2010
  • Firstpage
    2650
  • Lastpage
    2655
  • Abstract
    It is well known that low-pass filtering plants “harmonize” periodic inputs in the sense that the steady state response in close to harmonic. It has been observed, both experimentally and analytically, that low-pass filters “Gaussianize” some random inputs in the sense that the steady state response is close to being Gaussian. This Technical Note is intended to formalize the notion of Gaussianization and prove that it takes place for two types of input signals: Poisson white noise and telegraph processes. The general case is a subject of future work.
  • Keywords
    Gaussian noise; low-pass filters; telegraphy; white noise; Gaussianization; Poisson white noise; low-pass filtering plants; telegraph process; Artificial neural networks; Histograms; Linear systems; Random variables; Steady-state; White noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2010 49th IEEE Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-4244-7745-6
  • Type

    conf

  • DOI
    10.1109/CDC.2010.5717835
  • Filename
    5717835