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The Jackknife, the Bootstrap, and Other Resampling Plans

The Jackknife, the Bootstrap, and Other Resampling Plans

$56.00 (P)

Part of CBMS-NSF Regional Conference Series in Applied Mathematics

  • Date Published: January 1987
  • availability: This item is not supplied by Cambridge University Press in your region. Please contact Soc for Industrial & Applied Mathematics for availability.
  • format: Paperback
  • isbn: 9780898711790

$ 56.00 (P)
Paperback

This item is not supplied by Cambridge University Press in your region. Please contact Soc for Industrial & Applied Mathematics for availability.
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  • The jackknife and the bootstrap are nonparametric methods for assessing the errors in a statistical estimation problem. They provide several advantages over the traditional parametric approach: the methods are easy to describe and they apply to arbitrarily complicated situations; distribution assumptions, such as normality, are never made. This monograph connects the jackknife, the bootstrap, and many other related ideas such as cross-validation, random subsampling, and balanced repeated replications into a unified exposition. The theoretical development is at an easy mathematical level and is supplemented by a large number of numerical examples. The methods described in this monograph form a useful set of tools for the applied statistician. They are particularly useful in problem areas where complicated data structures are common, for example, in censoring, missing data, and highly multivariate situations.

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    Product details

    • Date Published: January 1987
    • format: Paperback
    • isbn: 9780898711790
    • length: 100 pages
    • dimensions: 252 x 172 x 8 mm
    • weight: 0.184kg
    • availability: This item is not supplied by Cambridge University Press in your region. Please contact Soc for Industrial & Applied Mathematics for availability.
  • Table of Contents

    The Jackknife Estimate of Bias
    The Jackknife Estimate of Variance
    Bias of the Jackknife Variance Estimate
    The Bootstrap
    The Infinitesimal Jackknife
    The Delta Method and the Influence Function
    Cross-Validation, Jackknife and Bootstrap
    Balanced Repeated Replications (Half-Sampling)
    Random Subsampling
    Nonparametric Confidence Intervals.

  • Author

    Bradley Efron

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