Extending the linear model with R
Subtitle: generalized linear, mixed effects and nonparametric regression models
By: Julian J. Faraway
Edition: Second edition.
Series: Chapman & Hall/CRC texts in statistical science series -- 124
Publisher: Taylor & Francis
Published: 2016
Place of publication: Boca Raton
Language: eng
ISBN-13: 9781498720960
Subjects: Regression analysis; Mathematical models; Analysis of variance; R (Computer program language)
Description: The second edition includes more discussion on

 - binary and binomial responses,
 - proportion responses,
 - quasibinomial and beta regression, and
 - applied considerations regarding these models
 - splines and confidence bands

New sections and chapters on

 - Poisson models with dispersion,
 - zero inflated count models,
 - linear discriminant analysis,
 - estimation for GLMs,
 - Bayesian analysis of mixed effect models,
 - Random forests

Revised chapters on

 - random effects (updating alongside the `lme4` package and showing alternative methods of hypothesis testing)
 - generalized linear mixed models (updating alongside new software)
Notes: "A CRC title."

Includes bibliographical references and index.