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An algebra of Stein operators

Authors :
Gaunt, Robert
Mijoule, Guillaume
Swan, Yvik
Source :
Journal of mathematical analysis and applications, 469 (1, Gaunt, R, Mijoule, G & Swan, Y 2019, ' An algebra of Stein operators ', Journal of Mathematical Analysis and Applications, vol. 469, no. 1, pp. 260-279 . https://doi.org/10.1016/j.jmaa.2018.09.015
Publication Year :
2016

Abstract

We build upon recent advances on the distributional aspect of Stein's method to propose a novel and flexible technique for computing Stein operators for random variables that can be written as products of independent random variables. We show that our results are valid for a wide class of distributions including normal, beta, variance-gamma, generalized gamma and many more. Our operators are $k$th degree differential operators with polynomial coefficients; they are straightforward to obtain even when the target density bears no explicit handle. As an application, we derive a new formula for the density of the product of $k$ independent symmetric variance-gamma distributed random variables.<br />20 pages

Details

Language :
English
Database :
OpenAIRE
Journal :
Journal of mathematical analysis and applications, 469 (1, Gaunt, R, Mijoule, G & Swan, Y 2019, ' An algebra of Stein operators ', Journal of Mathematical Analysis and Applications, vol. 469, no. 1, pp. 260-279 . https://doi.org/10.1016/j.jmaa.2018.09.015
Accession number :
edsair.doi.dedup.....41da57ddf935a83db35b8cae5e9f9d01
Full Text :
https://doi.org/10.1016/j.jmaa.2018.09.015