SIMULATING THE INVARIANT-MEASURES OF MARKOV-CHAINS USING BACKWARD COUPLING AT REGENERATION TIMES

Citation
Sg. Foss et al., SIMULATING THE INVARIANT-MEASURES OF MARKOV-CHAINS USING BACKWARD COUPLING AT REGENERATION TIMES, Probability in the engineering and informational sciences, 12(3), 1998, pp. 303-320
Citations number
20
Categorie Soggetti
Statistic & Probability","Operatione Research & Management Science","Engineering, Industrial","Statistic & Probability","Operatione Research & Management Science
ISSN journal
02699648
Volume
12
Issue
3
Year of publication
1998
Pages
303 - 320
Database
ISI
SICI code
0269-9648(1998)12:3<303:STIOMU>2.0.ZU;2-P
Abstract
We develop an algorithm for simulating approximate random samples from the invariant measure of a Markov chain using backward coupling of em bedded regeneration times. Related methods have been used effectively for finite chains and for stochastically monotone chains: here we prop ose a method of implementation which avoids these restrictions by usin g a ''cycle-length'' truncation. We show that the coupling times have good theoretical properties and describe benefits and difficulties of implementing the methods in practice.