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The Bootstrap and Edgeworth Expansion (Springer Series in Statistics) - Softcover

 
9783540977209: The Bootstrap and Edgeworth Expansion (Springer Series in Statistics)
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The aim of this book is to present a readable introduction to the theory of bootstrap methods which is suitable for graduate students and research workers in statistics. In particular, the author discusses the application of bootstrap methods to linear regression, non-parametric regression and density estimation. The author's perspective is that the Edgeworth expansion sheds important light on the performance of bootstrap methods and that, conversely, bootstrap methods motivate a renewed interest in the study of the Edgeworth expansion. Consequently, the book is structured to first present chapters which introduce the basic concepts of bootstrap methods and the Edgeworth expansion. Subsequent chapters then explore the interaction between the two subjects and their application to statistical techniques. Generally, technical details are deferred to the last chapter so as to enable a reader with a relatively small exposure to theoretical statistics to enjoy this account of a rapidly growing branch of statistical research.

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Review:
"...an up-to-date and comprehensive account of the title theme...provides a path to several major research frontiers in the bootstrap literature." - Journal of the American Statistical Association
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This monograph addresses two quite different topics, in the belief that each can shed light on the other. Firstly, it lays the foundation for a particular view of the bootstrap. Secondly, it gives an account of Edgeworth expansion. It is aimed at a graduate-level who have some exposure to the methods of theoretical statistics.

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Other Popular Editions of the Same Title

9780387945088: The Bootstrap and Edgeworth Expansion (Springer Series in Statistics)

Featured Edition

ISBN 10:  0387945083 ISBN 13:  9780387945088
Publisher: Springer, 1995
Softcover

  • 9780387977201: The Bootstrap and Edgeworth Expansion (Springer Series in Statistics)

    Springer, 1992
    Hardcover

  • 9781461243854: The Bootstrap and Edgeworth Expansion

    Springer, 2013
    Softcover

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