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Advanced CART & Hybrid Modeling Techniques

Outline

1. Binary recursive partitioning
2. Splitting rules
   1. Gini
   2. Entropy
   3. Twoing
3. Fundamental tree building mechanisms
   1. Priors
   2. Costs
4. Model evaluation using relative costs and ROC
5. Hybrid modeling
   1. CART and LOGIT
   2. CART and Linear Regression
6. Large trees and their properties
7. Ensemble models
   1. Bagging
   2. Arcing
8. Novel uses of CART