ESTIMATES AND CONFIDENCE-INTERVALS FOR IMPORTANCE SAMPLING SENSITIVITY ANALYSIS

Authors
Citation
Tc. Hesterberg, ESTIMATES AND CONFIDENCE-INTERVALS FOR IMPORTANCE SAMPLING SENSITIVITY ANALYSIS, Mathematical and computer modelling, 23(8-9), 1996, pp. 79-85
Citations number
8
Categorie Soggetti
Mathematics,Mathematics,"Computer Science Interdisciplinary Applications","Computer Science Software Graphycs Programming
ISSN journal
08957177
Volume
23
Issue
8-9
Year of publication
1996
Pages
79 - 85
Database
ISI
SICI code
0895-7177(1996)23:8-9<79:EACFIS>2.0.ZU;2-G
Abstract
The performance of the importance sampling/likelihood ratio method for sensitivity analysis is poor for large perturbations - the estimated response eventually goes to zero as parameters change in either direct ion, no matter what is being estimated. Simultaneously, standard confi dence intervals shrink to width zero, although the actual variance inc reases. We discuss importance sampling methods which give acceptable p erformance for a wider range of perturbations, and discuss confidence intervals which more accurately reflect the accuracy of estimates.