Statistics 345 Statistical Models

Textbook

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