Bootstrap Methods: A Guide for Practitioners and Researchers 2nd Edition

Bootstrap Methods: A Guide for Practitioners and Researchers 2nd Edition book cover

Bootstrap Methods: A Guide for Practitioners and Researchers 2nd Edition

Author(s): Michael R. Chernick (Author)

  • Publisher: Wiley-Interscience
  • Publication Date: November 12, 2007
  • Edition: 2nd
  • Language: English
  • Print length: 400 pages
  • ISBN-10: 9780471756217
  • ISBN-13: 9780471756217

Book Description

A practical and accessible introduction to the bootstrap method――newly revised and updated

Over the past decade, the application of bootstrap methods to new areas of study has expanded, resulting in theoretical and applied advances across various fields. Bootstrap Methods, Second Edition is a highly approachable guide to the multidisciplinary, real-world uses of bootstrapping and is ideal for readers who have a professional interest in its methods, but are without an advanced background in mathematics.

Updated to reflect current techniques and the most up-to-date work on the topic, the Second Edition features:

  • The addition of a second, extended bibliography devoted solely to publications from 1999–2007, which is a valuable collection of references on the latest research in the field

  • A discussion of the new areas of applicability for bootstrap methods, including use in the pharmaceutical industry for estimating individual and population bioequivalence in clinical trials

  • A revised chapter on when and why bootstrap fails and remedies for overcoming these drawbacks

  • Added coverage on regression, censored data applications, P-value adjustment, ratio estimators, and missing data

  • New examples and illustrations as well as extensive historical notes at the end of each chapter

With a strong focus on application, detailed explanations of methodology, and complete coverage of modern developments in the field, Bootstrap Methods, Second Edition is an indispensable reference for applied statisticians, engineers, scientists, clinicians, and other practitioners who regularly use statistical methods in research. It is also suitable as a supplementary text for courses in statistics and resampling methods at the upper-undergraduate and graduate levels.

Editorial Reviews

Review

“Like the first edition, this edition can be used as useful resource book for an array of purposes in various disciplines.” (Technometrics, November 2008)

“It is sufficiently well research that most bootstrapping novices will get a good introduction to the subject and many researchers will find something new to augment their knowledge.” (Biometrics, September 2008).

“With a strong focus on application … and coverage of modern developments … [it] is indispensible for …practitioners who regularly use statistical methods in research.” (Mathematical Reviews 2008)

From the Inside Flap

A practical and accessible introduction to the bootstrap method——newly revised and updated

Over the past decade, the application of bootstrap methods to new areas of study has expanded, resulting in theoretical and applied advances across various fields. Bootstrap Methods, Second Edition is a highly approachable guide to the multidisciplinary, real-world uses of bootstrapping and is ideal for readers who have a professional interest in its methods, but are without an advanced background in mathematics.

Updated to reflect current techniques and the most up-to-date work on the topic, the Second Edition features:

  • The addition of a second, extended bibliography devoted solely to publications from 1999–2007, which is a valuable collection of references on the latest research in the field

  • A discussion of the new areas of applicability for bootstrap methods, including use in the pharmaceutical industry for estimating individual and population bioequivalence in clinical trials

  • A revised chapter on when and why bootstrap fails and remedies for overcoming these drawbacks

  • Added coverage on regression, censored data applications, P-value adjustment, ratio estimators, and missing data

  • New examples and illustrations as well as extensive historical notes at the end of each chapter

With a strong focus on application, detailed explanations of methodology, and complete coverage of modern developments in the field, Bootstrap Methods, Second Edition is an indispensable reference for applied statisticians, engineers, scientists, clinicians, and other practitioners who regularly use statistical methods in research. It is also suitable as a supplementary text for courses in statistics and resampling methods at the upper-undergraduate and graduate levels.

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