• 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