SOLVING THE STEIN EQUATION IN COMPOUND POISSON APPROXIMATION

Authors
Citation
Ad. Barbour et S. Utev, SOLVING THE STEIN EQUATION IN COMPOUND POISSON APPROXIMATION, Advances in Applied Probability, 30(2), 1998, pp. 449-475
Citations number
12
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
00018678
Volume
30
Issue
2
Year of publication
1998
Pages
449 - 475
Database
ISI
SICI code
0001-8678(1998)30:2<449:STSEIC>2.0.ZU;2-0
Abstract
The accuracy of compound Poisson approximation can be estimated using Stein's method in terms of quantities similar to those which must be c alculated for Poisson approximation. However, the solutions of the rel evant Stein equation may, in general, grow exponentially fast with the mean number of 'clumps', leading to many applications in which the bo unds are of little use. In this paper, we introduce a method for circu mventing this difficulty. We establish good bounds for those solutions of the Stein equation which are needed to measure the accuracy of app roximation with respect to Kolmogorov distance, but only in a restrict ed range of the argument. The restriction on the range is then compens ated by a truncation argument. Examples are given to show that the met hod clearly outperforms its competitors, as soon as the mean number of clumps is even moderately large.