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Bootstrap Methods and Their Application

Bootstrap Methods and Their Application

Paperback

Series: Cambridge Statistical and Probabilistic Mathematics, Book 1

General ComputersGeneral ScienceProbability & Statistics

ISBN10: 0521574714
ISBN13: 9780521574716
Publisher: Cambridge University Press
Published: Oct 28 1997
Pages: 594
Weight: 2.20
Height: 1.30 Width: 7.00 Depth: 9.90
Language: English
This book gives a broad and up-to-date coverage of bootstrap methods, with numerous applied examples, developed in a coherent way with the necessary theoretical basis. Applications include stratified data; finite populations; censored and missing data; linear, nonlinear, and smooth regression models; classification; time series and spatial problems. Special features of the book include: extensive discussion of significance tests and confidence intervals; material on various diagnostic methods; and methods for efficient computation, including improved Monte Carlo simulation. Each chapter includes both practical and theoretical exercises. Included with the book is a disk of purpose-written S-Plus programs for implementing the methods described in the text. Computer algorithms are clearly described, and computer code is included on a 3-inch, 1.4M disk for use with IBM computers and compatible machines. Users must have the S-Plus computer application. Author resource page: http: //statwww.epfl.ch/davison/BMA/

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