Predictive Modeling with SAS Enterprise Miner, 2nd Edition

Chapter 7: Comparison and Combination of Different Models

7.1 Introduction

7.2 Models for Binary Targets: An Example of Predicting Attrition

7.2.1 Logistic Regression for Predicting Attrition

7.2.2 Decision Tree Model for Predicting Attrition

7.2.3 A Neural Network Model for Predicting Attrition

7.3 Models for Ordinal Targets: An Example of Predicting the Risk of Accident Risk

7.3.1 Lift Charts and Capture Rates for Models with Ordinal Targets

7.3.2 Logistic Regression with Proportional Odds for Predicting Risk in Auto Insurance

7.3.3 Decision Tree Model for Predicting Risk in Auto Insurance

7.3.4 Neural Network Model for Predicting Risk in Auto Insurance

7.4 Comparison of All Three Accident Risk Models

7.5 Boosting and Combining Predictive Models ...