DocumentCode
3376498
Title
Rare-event simulations for exponential integrals of smooth Gaussian processes
Author
Jingchen Liu ; Gongjun Xu
Author_Institution
Dept. of Stat., Columbia Univ., New York, NY, USA
fYear
2012
fDate
9-12 Dec. 2012
Firstpage
1
Lastpage
10
Abstract
In this paper, we consider the rare-event simulation of integrals of exponential functions of smooth Gaussian random processes. In particular, we design importance sampling estimators that are asymptotically efficient. The efficiency analysis consists of the bias control and the variance control relative to the interesting tail probabilities.
Keywords
Gaussian processes; importance sampling; random processes; bias control; exponential functions; importance sampling estimators; interesting tail probabilities; rare-event simulation; smooth Gaussian random processes; variance control; Approximation methods; Computational modeling; Gaussian processes; Monte Carlo methods; Numerical models; Q measurement; Random variables;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference (WSC), Proceedings of the 2012 Winter
Conference_Location
Berlin
ISSN
0891-7736
Print_ISBN
978-1-4673-4779-2
Electronic_ISBN
0891-7736
Type
conf
DOI
10.1109/WSC.2012.6465201
Filename
6465201
Link To Document