Sampling nested Archimedean copulas

被引:143
|
作者
Mcneil, Alexander J. [1 ,2 ]
机构
[1] Heriot Watt Univ, Maxwell Inst Math Sci, Edinburgh EH14 4AS, Midlothian, Scotland
[2] Heriot Watt Univ, Dept Actuarial Mat & Stat, Edinburgh EH14 4AS, Midlothian, Scotland
关键词
Archimedean copulas; Laplace transforms; stochastic simulation;
D O I
10.1080/00949650701255834
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We give algorithms for sampling from non-exchangeable Archimedean copulas created by the nesting of Archimedean copula generators, where in the most general algorithm the generators may be nested to an arbitrary depth. These algorithms are based on mixture representations of these copulas using Laplace transforms. While in principle the approach applies to all nested Archimedean copulas, in practice the approach is restricted to certain cases where we are able to sample distributions with given Laplace transforms. Precise instructions are given for the case when all generators are taken from the Gumbel parametric family or the Clayton family; the Gumbel case in particular proves very easy to simulate.
引用
收藏
页码:567 / 581
页数:15
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