Recursive Partitioning and Applications

1. Introduction
Heping Zhang, Burton H. Singer

2. A Practical Guide to Tree Construction
Heping Zhang, Burton H. Singer

3. Logistic Regression
Heping Zhang, Burton H. Singer

4. Classification Trees for a Binary Response
Heping Zhang, Burton H. Singer

5. Examples Using Tree-Based Analysis
Heping Zhang, Burton H. Singer

6. Random and Deterministic Forests
Heping Zhang, Burton H. Singer

7. Analysis of Censored Data: Examples
Heping Zhang, Burton H. Singer

8. Analysis of Censored Data: Concepts and Classical Methods
Heping Zhang, Burton H. Singer

9. Analysis of Censored Data: Survival Trees and Random Forests
Heping Zhang, Burton H. Singer

10. Regression Trees and Adaptive Splines for a Continuous Response
Heping Zhang, Burton H. Singer

11. Analysis of Longitudinal Data
Heping Zhang, Burton H. Singer

12. Analysis of Multiple Discrete Responses
Heping Zhang, Burton H. Singer

13. Appendix
Heping Zhang, Burton H. Singer

Keywords: Statistics, Statistics for Life Sciences, Medicine, Health Sciences