4.0 Article

Products of normal, beta and gamma random variables: Stein operators and distributional theory

Journal

BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS
Volume 32, Issue 2, Pages 437-466

Publisher

BRAZILIAN STATISTICAL ASSOCIATION
DOI: 10.1214/16-BJPS349

Keywords

Stein's method; normal distribution; beta distribution; gamma distribution; generalised gamma distribution; products of random variables distribution; Meijer G-function

Funding

  1. EPSRC grant [EP/K032402/1]
  2. Dame Kathleen Ollerenshaw Research Fellowship

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In this paper, we extend Stein's method to products of independent beta, gamma, generalised gamma and mean zero normal random variables. In particular, we obtain Stein operators for mixed products of these distributions, which include the classical beta, gamma and normal Stein operators as special cases. These operators lead us to closed-form expressions involving the Meijer G-function for the probability density function and characteristic function of the mixed product of independent beta, gamma and central normal random variables.

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