Extending the linear model with R: generalized linear, mixed effects and nonparametric regression models

✍ Scribed by Faraway, Julian James

• Publisher: CRC Press
• Year: 2016
• Tongue: English
• Leaves: 411
• Series: Texts in statistical science
• Edition: Second edition
• Category: Library

✦ Table of Contents

Content: Introduction --
Binary response --
Binomial and proportion responses --
Variations on logistic regression --
Count regression --
Contingency tables --
Multinomial data --
Generalized linear models --
Other GLMs --
Random effects --
Repeated measures and longitudinal data --
Bayesian mixed effect models --
Mixed effect models for nonnormal responses --
Nonparametric regression --
Additive models --
Trees --
Neural networks

✦ Subjects

Analysis of variance.;Regression analysis.;R (Computer program language);Mathematical models.