Perfect forward simulation via simulated tempering

被引:4
作者
Brooks, Stephen P.
Fan, Yanan
Rosenthal, Jeffrey S.
机构
[1] Univ Cambridge, Stat Lab, Cambridge CB3 0WB, England
[2] Univ New S Wales, Dept Math & Stat, Kensington, NSW 2033, Australia
[3] Univ Toronto, Dept Math, Toronto, ON M5S 1A1, Canada
关键词
autoregressive time series; band-return data; coupling from the past; regeneration; reversible jump MCMC; small sets;
D O I
10.1080/03610910600716753
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
Several authors discuss how the simulated tempering scheme provides a very simple mechanism for introducing regenerations within a Markov chain. In this article we explain how regenerative simulated tempering schemes provide a very natural mechanism for perfect simulation. We use this to provide a perfect simulation algorithm, which uses a single-sweep forward-simulation without the need for recursively searching through negative times. We demonstrate this algorithm in the context of several examples.
引用
收藏
页码:683 / 713
页数:31
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