DocumentCode
2997163
Title
Bootstrapping simultaneous confidence bands
Author
Cheng, Russell C H
Author_Institution
Sch. of Math., Southampton Univ., UK
fYear
2005
fDate
4-7 Dec. 2005
Abstract
Once a regression has been fitted to data, it is usually necessary to add confidence intervals to indicate the accuracy of the fitted regression line. This can easily be done for individual explanatory variable values. However sometimes confidence limits are needed simultaneously for the whole range of explanatory variable values of interest. In other words the problem is to construct a confidence band within which the entire unknown true regression line lies with given confidence. This article discusses computer intensive methods for doing this. The advantage of such methods compared with classical asymptotic methods is that accurate coverages can be obtained quite easily using bootstrap resampling.
Keywords
mathematics computing; regression analysis; sampling methods; asymptotic method; bootstrap resampling; confidence band; regression line; Mathematics; Maximum likelihood estimation; Parameter estimation; Random variables; Taylor series;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference, 2005 Proceedings of the Winter
Print_ISBN
0-7803-9519-0
Type
conf
DOI
10.1109/WSC.2005.1574257
Filename
1574257
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