• Title of article

    Exponential functionals and means of neutral-to-the-right priors

  • Author/Authors

    Epifani، Ilenia نويسنده , , Lijoi، Antonio نويسنده , , Prunster، Igor نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2003
  • Pages
    -790
  • From page
    791
  • To page
    0
  • Abstract
    The mean of a random distribution chosen from a neutral-to-the-right prior can be represented as the exponential functional of an increasing additive process.This fact is exploited in order to give sufficient conditions for the existence of the mean of a neutral-to-the-right prior and for the absolute continuity of its probability distribution. Moreover, expressions for its moments, of any order, are provided. For illustrative purposes we consider a generalisation of the neutral-to-the-right prior based on the gamma process and the beta-Stacy process. Finally, by resorting to the maximum entropy algorithm, we obtain an approximation to the probability density function of the mean of a neutral-to-the-right prior. The arguments are easily extended to examine means of posterior quantities. The numerical results obtained are compared to those yielded by the application of some well-established simulation algorithms.
  • Keywords
    Bayesian nonparametrics , Distribution of means of random probability measures , Increasing additive process , Levy measure , Exponential functional , Neutral-to-the-right prior distribution
  • Journal title
    Biometrika
  • Serial Year
    2003
  • Journal title
    Biometrika
  • Record number

    71866