• DocumentCode
    2298579
  • Title

    A new method for estimating parameters of a skewed alpha-stable distribution

  • Author

    Maymon, Shay ; Friedmann, Jan ; Messer, Hagit

  • Author_Institution
    Dept. of Electr. Eng.-Syst., Tel Aviv Univ., Israel
  • Volume
    6
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    3822
  • Abstract
    Estimating the parameters of a skewed α-stable distribution calls for estimation of four unknown parameters of the probability density function (PDF): the location parameter, the scale parameter, the characteristic exponent and the skewness parameter. We present cumulative distribution function (CDF) based estimators for either the location parameter, the skewness parameter, or the characteristic exponent. The estimators are simple, consistent and their asymptotic performance is analyzed. Of a particular interest is the new estimator for the skewness parameter which is given in a closed form, as a function of the other parameters. As such, it can be used for reducing the search dimension when joint parameter estimation of a skewed stable distribution is called for
  • Keywords
    parameter estimation; probability; stability; CDF based estimators; PDF; asymptotic performance; characteristic exponent; closed form estimator; cumulative distribution function; joint parameter estimation; location parameter; parameter estimation; probability density function; scale parameter; search dimension reduction; skewed α-stable distribution; skewed alpha-stable distribution; skewness parameter; Analytical models; Distribution functions; Fourier transforms; Maximum likelihood estimation; Mean square error methods; Nonlinear equations; Parameter estimation; Performance analysis; Probability distribution; Zinc;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-6293-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2000.860236
  • Filename
    860236