A universal generator for integer-valued squareintegrable 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-Delbrück distributions are provided. © Springer Science+Business Media New York 2013.

Barabesi, L., Pratelli, L. (2014). A note on a universal random variate generator for integer-valued random variables. STATISTICS AND COMPUTING, 24(4), 589-596 [10.1007/s11222-013-9390-8].

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

Barabesi, Lucio;
2014-01-01

Abstract

A universal generator for integer-valued squareintegrable 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-Delbrück distributions are provided. © Springer Science+Business Media New York 2013.
2014
Barabesi, L., Pratelli, L. (2014). A note on a universal random variate generator for integer-valued random variables. STATISTICS AND COMPUTING, 24(4), 589-596 [10.1007/s11222-013-9390-8].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11365/956445
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