An Introduction to Generalized Linear Models, Second Edition by Annette Dobson

An Introduction to Generalized Linear Models, Second Edition by Annette Dobson

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Zusammenfassung

Suitable for intermediate students of statistics, this work introduces the practical use of software for generalized linear models and methods. It incorporates important developments, including survival analysis and multi-level models. It also includes modern methods for checking model adequacy and examples from a wider range of applications.

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An Introduction to Generalized Linear Models, Second Edition by Annette Dobson

Generalized linear models provide a unified theoretical and conceptual framework for many of the most commonly used statistical methods. In the ten years since publication of the first edition of this bestselling text, great strides have been made in the development of new methods and in software for generalized linear models and other closely related models. Thoroughly revised and updated, An Introduction to Generalized Linear Models, Second Edition continues to initiate intermediate students of statistics, and the many other disciplines that use statistics, in the practical use of these models and methods. The new edition incorporates many of the important developments of the last decade, including survival analysis, nominal and ordinal logistic regression, generalized estimating equations, and multi-level models. It also includes modern methods for checking model adequacy and examples from an even wider range of application. Statistics can appear to the uninitiated as a collection of unrelated tools. An Introduction to Generalized Linear Models, Second Edition illustrates how these apparently disparate methods are examples or special cases of a conceptually simple structure based on the exponential family of distribution, maximum likelihood estimation, and the principles of statistical modelling.

Adrian Barnett is a senior research fellow at Queensland University of Technology, Australia. Annette Dobson is a Professor of Biostatistics at The University of Queensland, Australia. Both are experienced medical statisticians with a commitment to statistical education and have previously collaborated in research in the methodological developments and applications of biostatistics, especially to time series data. Among other projects, they worked together on revising the well-known textbook An Introduction to Generalized Linear Models, third edition, Chapman Hall/CRC, 2008. In their new book they share their knowledge of statistical methods for examining seasonal patterns in health.

SKU Nicht verfügbar
ISBN 13 9781584881650
ISBN 10 1584881658
Titel An Introduction to Generalized Linear Models, Second Edition
Autor Dobson Annette J
Serie Chapman And Hall Crc Texts In Statistical Science
Buchzustand Nicht verfügbar
Bindungsart Hardback
Verlag Taylor & Francis Ltd
Erscheinungsjahr 2001-11-28
Seitenanzahl 240
Hinweis auf dem Einband Die Abbildung des Buches dient nur Illustrationszwecken, die tatsächliche Bindung, das Cover und die Auflage können sich davon unterscheiden.
Hinweis Nicht verfügbar