Statistics 345
Statistical Models
Textbook
A Modern Approach to Regression with R
,
Simon J. Sheather
Springer, 2009
Simon J. Sheather, A Modern Approach to Regression with R, Springer, 2009
Simon J. Sheather, A Modern Approach to Regression with R, Springer, 2009
A Modern Approach to Regression with R author's web site
[data files, R scripts]
Simon J. Sheather, A Modern Approach to Regression with R, Springer, 2009 (Amazon)
1. Introduction
example ... newspapers (
zip
pdf
)
example ... restaurants (
zip
pdf
)
example ... wines (
zip
pdf
)
2. Simple linear Regression
continuous predictor ... production (
zip
pdf
)
categorical predictor ... changeover (
zip
pdf
)
3. Diagnostics and Transformations for Simple linear Regression
valid and invalid models ... Anscombe (
zip
pdf
)
regression diagnostics ... hatvalues (
zip
pdf
)
regression diagnostics ... bonds (
zip
pdf
)
regression diagnostics ... production (
zip
pdf
)
constant variance ... cleaning (
zip
pdf
)
4. Weighted Least Squares
5. Multiple Linear Regression
multiple regression ... salary (
zip
pdf
)
6. Diagnostics and Transformations for Multiple linear Regression
7. Variable Selection
8. Logistic Regression
logistic regression ... Michelin (
zip
pdf
)
9. Serially Correlated Errors
10. Mixed Models
cparrish@sewanee.edu