Modern Regression Techniques
Using R
NEWS: Datasets on CRAN (instructions here)
NEWS: Changes in R that affect Modern Regression Techniques
Wright, D. B. & London, K. (2009). Modern regression techniques using R: A practical guide for students and researchers. London: Sage Publications.
To buy, go here.
The royalties go to the American Partnership for Eosinophilic Diseases (see www.apfed.com).
Artwork above is repeated copies of "Abide with me" by Soni Wright, 2007.
Chapters:
Very brief introduction to R (here)
The basic regression
ANOVA as regression
ANCOVA: Lord's paradox and mediation analysis
Model selection and shrinkage
Generalized linear models (GLMs)
Regression splines and generalized additive models (GAMs)
Multilevel models
Robust regression
Summary
