An Introduction to Generalized Linear Models (Chapman & Hall Statistics Text Series) - Softcover

Dobson, Annette J.

Softcover

ISBN 10: 0412311003 ISBN 13: 9780412311000

Verlag: Chapman and Hall, 1990

Inhaltsangabe

Book by Dobson Annette J

Über diesen Titel

Reseña del editor

This updated edition provides a unifying framework for many commonly used multivariate statistical methods including multiple regression and analysis of variance or covariance for continuous response data as well as logistic regression for binary responses and log-linear models for counted responses. The theory for these models is developed using the exponential, family of distributions, maximum likelihood estimation and likelihood ration tests. This is followed by information on each of the main types of generalized linear models. The statistical computing program GLIM which was developed to fit these models to data is used extensively and other programs, especially MINITAB, are used to illustrate particular issues. The reader is assumed to have a working knowledge of basic statistical concepts and methods (at the level of most introductory statistics courses) and some acquaintance with calculus and matrix algebra. The main changes from the first edition are that many sections have been extensively rewritten to provide more detailed explanations, GLIM and other programs are explicitly used, and many more numerical examples and exercises have been added. Outline of solutions for selected exercises are given. The methods described in this book are widely applicable for analysing data from the fields of medicine, agriculture, biology, engineering, industrial experimentation, and the social sciences.

Biografía del autor

Dobson, Department of Statistics and Centre for Clinical Epidemiology and Biostatistics, University of Newcastle, Australia.

Details zur Ausgabe

• Verlag: Chapman and Hall
• Erscheinungsdatum: 1990
• ISBN 10: 0412311003
• ISBN 13: 9780412311000
• Einband: Tapa blanda
• Sprache: Englisch
• Anzahl der Seiten: 184