Random variate generation for Laguerre-type exponentially tilted α-stable distributions

被引:7
|
作者
Favaro, Stefano [1 ,3 ]
Nipoti, Bernardo [1 ]
Teh, Yee Whye [2 ]
机构
[1] Univ Turin, Dept Econ & Stat, I-10134 Turin, Italy
[2] Univ Oxford, Dept Stat, Oxford OX1 3TG, England
[3] Coll Carlo Alberto, Moncalieri, Italy
来源
ELECTRONIC JOURNAL OF STATISTICS | 2015年 / 9卷 / 01期
基金
欧洲研究理事会;
关键词
Exact random variate generation; exponentially tilted alpha-stable distribution; gamma tilted alpha-stable distribution; Laguerre polynomial; noncentral generalized factorial coefficient; rejection sampling;
D O I
10.1214/15-EJS1033
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Exact sampling methods have been recently developed for generating random variates for exponentially tilted alpha-stable distributions. In this paper we show how to generate, exactly, random variates for a more general class of tilted alpha-stable distributions, which is referred to as the class of Laguerre-type exponentially tilted alpha-stable distributions. Beside the exponentially tilted alpha-stable distribution, such a class includes also the Billing tilted alpha-stable distribution. This is a special case of the so-called gamma tilted alpha-stable distribution, for which an efficient exact random variate generator is currently not available in the literature. Our result fills this gap.
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页码:1230 / 1242
页数:13
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