• Title of article

    Stable and generalized-t distributions and applications

  • Author/Authors

    Rathie، نويسنده , , P.N. and Coutinho، نويسنده , , M. and Sousa، نويسنده , , T.R. and Rodrigues، نويسنده , , G.S. and Carrijo، نويسنده , , T.B.، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    9
  • From page
    5088
  • To page
    5096
  • Abstract
    In this paper a generalized-t distribution is introduced and used as an alternative to the symmetric stable distribution. To do so, the χ 2 -divergence is presented and minimized to approximate the symmetric stable distribution, as accurately as possible, by the generalized-t distribution. Kth moments for the generalized-t distribution function are given. The stable distribution is defined in terms of generalized hypergeometric functions. Five applications with natural data (sunspots activity), and financial data (stock exchange in Brazil, South Africa and Venezuela, and daily variation of Petrobras stock market) are analyzed. A time series analysis is used to eliminate data correlation in each data set, and then the distributions are used to fit the residuals of these models.
  • Keywords
    Heavy tails , Stable and generalized-t distributions , ? 2 -Divergence , Time series analysis , Financial data , Sunspots
  • Journal title
    Communications in Nonlinear Science and Numerical Simulation
  • Serial Year
    2012
  • Journal title
    Communications in Nonlinear Science and Numerical Simulation
  • Record number

    1537515