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

Citation
Epifani, Ilenia et al., Exponential functionals and means of neutral-to-the-right priors, Biometrika , 90(4), 2003, pp. 791-808
Journal title
ISSN journal
00063444
Volume
90
Issue
4
Year of publication
2003
Pages
791 - 808
Database
ACNP
SICI code
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.