13. Generalized Linear Models
Published Online: 6 NOV 2012
DOI: 10.1002/9781118448908.ch13
Copyright © 2013 John Wiley & Sons, Ltd
Book Title
The R Book, Second Edition
Additional Information
How to Cite
Crawley, M. J. (2012) Generalized Linear Models, in The R Book, Second Edition, John Wiley & Sons, Ltd, Chichester, UK. doi: 10.1002/9781118448908.ch13
Publication History
- Published Online: 6 NOV 2012
- Published Print: 7 DEC 2012
ISBN Information
Print ISBN: 9780470973929
Online ISBN: 9781118448908
- Summary
- Chapter
Keywords:
- generalized linear models;
- error structure, linear predictor;
- link function, and canonical link functions;
- deviance, measuring goodness of fit of a GLM;
- residuals, misspecified error structure;
- generalized additive models;
- offsets;
- residuals, misspecified error structure/link function;
- bootstrapping a GLM;
- binomial GLM with ordered categorical variables
Summary
This chapter contains sections titled:
-
Error structure
-
Linear predictor
-
Link function
-
Proportion data and binomial errors
-
Count data and Poisson errors
-
Deviance: Measuring the goodness of fit of a GLM
-
Quasi-likelihood
-
The quasi family of models
-
Generalized additive models
-
Offsets
-
Residuals
-
Overdispersion
-
Bootstrapping a GLM
-
Binomial GLM with ordered categorical variables