| General | Syllabus |
| List of Stories of the Data sets | |
| Homeworks and Exams | |
| R | Some Commands in R |
| Review Material | Basic Probability and Statistics |
| Linear Statistical Models | A linear regression example |
| Regression Diagnostics | |
| Multiple Regression Models and Model Selection | |
| Prediction | |
| Polynomial Regression Models | |
| ANOVA | |
| Interaction | |
| Local Regression Models - Smoothing | |
| Nonlinear Parametric Models | |
| Generalized Linear Models | |
| Generalized Additive Models | |
| Robust Regression | |
| Regression Trees | |
| Some Useful Graphics | |
| Survival Analysis | Estimators of Survivor Curves |
| Cox Proportional Hazard Model | |
| Discrimination | Introduction |
| and Classification | Theory |
| Practise | |
| Analysis of Multivariate Data | Principal Components |
| Tree-based Methods | |
| Robust Statistics | An Overview |