A NEW REPRESENTATION FOR A RENEWAL-THEORETIC CONSTANT APPEARING IN ASYMPTOTIC APPROXIMATIONS OF LARGE DEVIATIONS

Authors
Citation
B. Yakir et M. Pollak, A NEW REPRESENTATION FOR A RENEWAL-THEORETIC CONSTANT APPEARING IN ASYMPTOTIC APPROXIMATIONS OF LARGE DEVIATIONS, The Annals of applied probability, 8(3), 1998, pp. 749-774
Citations number
8
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
10505164
Volume
8
Issue
3
Year of publication
1998
Pages
749 - 774
Database
ISI
SICI code
1050-5164(1998)8:3<749:ANRFAR>2.0.ZU;2-S
Abstract
The probability that a stochastic process with negative drift exceed a value a often has a renewal-theoretic approximation as a --> infinity . Except for a process of iid random variables, this approximation inv olves a constant which is not amenable to analytic calculation. Naive simulation of this constant has the drawback of necessitating a choice of finite a, thereby hurting assessment of the precision of a Monte C arlo simulation estimate, as the effect of the discrepancy between a a nd infinity is usually difficult to evaluate. Here we suggest a new wa y of representing the constant. Our approach enables simulation of the constant with prescribed accuracy. We exemplify our approach by worki ng out the details of a sequential power one hypothesis testing proble m of whether a sequence of observations is lid standard normal against the alternative that the sequence is AR(1). Monte Carlo results are r eported.