A note on a universal random variate generator for integer-valued random variables

被引:10
|
作者
Barabesi, Lucio [1 ]
Pratelli, Luca [2 ]
机构
[1] Univ Siena, Dept Econ & Stat, I-53100 Siena, Italy
[2] Accademia Navale, I-57100 Livorno, Italy
关键词
Rejection method; Inversion formula; Poisson-Tweedie distribution; Luria-Delbruck distribution; COUNT DATA; DISCRETE; DISTRIBUTIONS; ALGORITHMS; RATIO;
D O I
10.1007/s11222-013-9390-8
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A universal generator for integer-valued square-integrable random variables is introduced. The generator relies on a rejection technique based on a generalization of the inversion formula for integer-valued random variables. This approach allows to create a dominating probability function, whose evaluation solely involves two integrals depending on the characteristic function of the random variable to be generated. The proposal gives rise to a simple algorithm which may be implemented in a few code lines and which may show good performance when the classical families of distributions-such as the Poisson and the Binomial-are considered. In addition, applications to the Poisson-Tweedie and the Luria-Delbruck distributions are provided.
引用
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页码:589 / 596
页数:8
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