Bootstrap Methods and their Application (Cambridge Series in Statistical and Probabilistic Mathematics)

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9780521574716: Bootstrap Methods and their Application (Cambridge Series in Statistical and Probabilistic Mathematics)

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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Book Description:

The bootstrap technique is a powerful and modern tool used in the analysis of statistical data. This book is the first that is aimed at users of the method. It describes many examples, and includes programs in S-plus, available on a disk supplied with the book, for practical use.

Review:

"...well-illustrated examples..." Sociological Methods and Research

"The number and diversity of examples greatly enhance the understanding of the text. We marvel at the number of resamples that were taken in support of the book! The authors use hundreds of plots and dozens of tables to demonstrate and evaluate the uses of bootstrap... Statisticians with little or no familiarity with the bootstrap will find Bootstrap Methods and Their Application to be a thorough introduction to its use in solving real-world problems...We recommend this book most highly. It made us stop and think regularly and contributed tremendously to our understanding of the bootstrap. It is an excellent book for professors, students, practicioners, and researchers alike." Thomas Loughin and Christopher R. Bilder, Journal of the American Statistical Association

"...a comprehensive and extremely readable overview of the current state of art in bootstrap methodology. Through the numerous exercises, practicals and examples the reader obtains a good understanding for the strength of bootstrap methods, the problems for which they work and how to avoid their pitfalls. I strongly recommend this book to anybody who uses, or wishes to use, bootstrap methods...this book should be part of your library." The University of Adelaide

"The authors have done an excellent job of mixing up the theory and the applications of bootstrap...Every applied statistician who wants to apply bootstrap with some knowledge of the underlined theory so that it is not applied improperly should take a look at this book." Technometrics

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1.

A. C. Davison
Editore: Cambridge University Press 1997-10-28 (1997)
ISBN 10: 0521574714 ISBN 13: 9780521574716
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Descrizione libro Cambridge University Press 1997-10-28, 1997. Paperback. Condizione libro: New. Codice libro della libreria NU-BER-00092544

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A. C. Davison, D. V. Hinkley
Editore: Cambridge University Press 1997-10-28, Cambridge (1997)
ISBN 10: 0521574714 ISBN 13: 9780521574716
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Descrizione libro Cambridge University Press 1997-10-28, Cambridge, 1997. paperback. Condizione libro: New. Codice libro della libreria 9780521574716

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A. C. Davison, D. V. Hinkley
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Descrizione libro CAMBRIDGE UNIVERSITY PRESS, United Kingdom, 1997. Paperback. Condizione libro: New. Language: English . Brand New Book. Bootstrap methods are computer-intensive methods of statistical analysis, which use simulation to calculate standard errors, confidence intervals, and significance tests. The methods apply for any level of modelling, and so can be used for fully parametric, semiparametric, and completely nonparametric analysis. This 1997 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. S-Plus programs for implementing the methods described in the text are available from the supporting website. Codice libro della libreria AAU9780521574716

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A. C. Davison, D. V. Hinkley
Editore: CAMBRIDGE UNIVERSITY PRESS, United Kingdom (1997)
ISBN 10: 0521574714 ISBN 13: 9780521574716
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Descrizione libro CAMBRIDGE UNIVERSITY PRESS, United Kingdom, 1997. Paperback. Condizione libro: New. Language: English . Brand New Book. Bootstrap methods are computer-intensive methods of statistical analysis, which use simulation to calculate standard errors, confidence intervals, and significance tests. The methods apply for any level of modelling, and so can be used for fully parametric, semiparametric, and completely nonparametric analysis. This 1997 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. S-Plus programs for implementing the methods described in the text are available from the supporting website. Codice libro della libreria AAU9780521574716

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Davison, A. C.; Hinkley, D.V.
Editore: Cambridge University Press (1997)
ISBN 10: 0521574714 ISBN 13: 9780521574716
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Descrizione libro Cambridge University Press, 1997. Condizione libro: New. This book on statistical methods was first published in 1997 and has code on a supporting website. Series Editor(s): Gill, R.; Ripley, Brian D.; Ross, S.; Silverman, B.W. (St Peter's College, Oxford); Stein, M. Series: Cambridge Series in Statistical and Probabilistic Mathematics. Num Pages: 594 pages, 120 b/w illus. 70 tables 200 exercises. BIC Classification: PBT. Category: (U) Tertiary Education (US: College). Dimension: 177 x 255 x 32. Weight in Grams: 1098. . 1997. 1st Edition. Paperback. . . . . . Codice libro della libreria V9780521574716

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Descrizione libro Cambridge University Press. PAPERBACK. Condizione libro: New. 0521574714 This is a trade paperback. Codice libro della libreria 278.JK6

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Descrizione libro Cambridge University Press, 1997. Condizione libro: New. book. Codice libro della libreria ria9780521574716_rkm

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Descrizione libro Cambridge University Press, 1997. PAP. Condizione libro: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Codice libro della libreria BB-9780521574716

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Descrizione libro Cambridge University Press. Condizione libro: New. This book on statistical methods was first published in 1997 and has code on a supporting website. Series Editor(s): Gill, R.; Ripley, Brian D.; Ross, S.; Silverman, B.W. (St Peter's College, Oxford); Stein, M. Series: Cambridge Series in Statistical and Probabilistic Mathematics. Num Pages: 594 pages, 120 b/w illus. 70 tables 200 exercises. BIC Classification: PBT. Category: (U) Tertiary Education (US: College). Dimension: 177 x 255 x 32. Weight in Grams: 1098. . 1997. 1st Edition. Paperback. . . . . Books ship from the US and Ireland. Codice libro della libreria V9780521574716

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Descrizione libro Cambridge University Press. Paperback. Condizione libro: new. BRAND NEW PRINT ON DEMAND., Bootstrap Methods and their Application, A. C. Davison, D. V. Hinkley, R. Gill, Brian D. Ripley, S. Ross, Bootstrap methods are computer-intensive methods of statistical analysis, which use simulation to calculate standard errors, confidence intervals, and significance tests. The methods apply for any level of modelling, and so can be used for fully parametric, semiparametric, and completely nonparametric analysis. This 1997 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. S-Plus programs for implementing the methods described in the text are available from the supporting website. Codice libro della libreria B9780521574716

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