Articoli correlati a An Introduction to Generalized Linear Models, First...

An Introduction to Generalized Linear Models, First Edition - Rilegato

Dobson, Annette J.

 
9780412311109: An Introduction to Generalized Linear Models, First Edition
Rilegato
ISBN 10: 0412311100 ISBN 13: 9780412311109
Casa editrice: Chapman and Hall/CRC, 1990

Sinossi

An undergraduate-level introduction to the topic of generalized linear models An Introduction to Generalized Linear Models-a new edition of An Introduction to Statistical Modelling-demonstrates how generalized linear models provide a unifying framework for many commonly used multivariate statistical methods, including multiple regression and analysis of variance or covariance for continuous response data, 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. Chapters on each of the main types of generalized linear models are included. The statistical computing program GLIM , developed to fit these models to data, is used extensively. Other programs, particularly MINITAB, are used to illustrate particular issues. The student 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. Methods described in this text are widely applicable for analyzing data from the fields of medicine, agriculture, biology, engineering, industrial experimentation, and the social sciences.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Contenuti

Preface. Introduction. Model Fitting. Exponential Family of Distributions and Generalized Linear Models. Estimation. Inference. Multiple Regression. Analysis of Variance and Covariance. Binary Variables and Logistic Regression. Contingency Tables and Log-Linear Models. Appendix A. Appendices. Outline of Solutions for Selected Exercises. References. Index.

Product Description

Book by Dobson Annette J

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Chapman and Hall/CRC
Data di pubblicazione
1990
Lingua
Inglese
ISBN 10 
0412311100
ISBN 13 
9780412311109
Rilegatura
Copertina rigida
Numero edizione
1
Numero di pagine
176
Contatto del produttore
non disponibile
Persona responsabile
non disponibile