• DocumentCode
    2539860
  • Title

    Atomic functions in nonparametric estimations of probability density functions and their derivatives

  • Author

    Kravchenko, Victor F. ; Churikov, Dmitry V.

  • Author_Institution
    Kotel´´nikov Inst. of Radio Eng. & Electron., Moscow, Russia
  • fYear
    2011
  • fDate
    May 30 2011-June 3 2011
  • Firstpage
    103
  • Lastpage
    105
  • Abstract
    Nonparametric estimations of probability density function (PDF) [1-3] and its derivatives are considered. New constructions of weight functions (WF) [4, 5] with the compact support are offered and proved, allowing to build admissible estimations, both the density of probability and its derivatives 1st and 2nd orders. The numerical experiment and the physical analysis of its results confirm efficiency of nonparametric characteristics estimation of stochastic process.
  • Keywords
    nonparametric statistics; probability; stochastic processes; atomic functions; nonparametric characteristics estimation; nonparametric estimations; numerical experiment; physical analysis; probability density function; stochastic process; weight functions; Atomic measurements; Diffraction; Estimation; Image processing; Probability density function; Stochastic processes; Time frequency analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Days on Diffraction (DD), 2011
  • Conference_Location
    St. Petersburg
  • Print_ISBN
    978-1-4577-1577-8
  • Type

    conf

  • DOI
    10.1109/DD.2011.6094374
  • Filename
    6094374