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Modeling and Multivariate Methods - SAS

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636 Comparing Model Performance Chapter 25<br />

Additional Example of Model Comparison<br />

Compare the Models<br />

1. Select Analyze > <strong>Modeling</strong> > Model Comparison.<br />

2. Select all columns that begin with Prob <strong>and</strong> click Y, Predictors.<br />

3. Click OK.<br />

The Model Comparison report appears (Figure 25.7).<br />

Figure 25.7 Initial Model Comparison Report<br />

The report shows that the Partition model has slightly higher values for Entropy RSquare <strong>and</strong><br />

Generalized RSquare <strong>and</strong> a slightly lower value for Misclassification Rate.<br />

4. Select ROC Curve from the Model Comparison red triangle menu.<br />

ROC curves appear for each Type, one of which is shown in Figure 25.8.<br />

Figure 25.8 ROC Curve for Medium<br />

Examining all the ROC curves, you see that the two models are similar in their predictive ability.<br />

5. Select AUC Comparison from the Model Comparison red triangle menu.<br />

AUC Comparison reports appear for each Type, one of which is shown in Figure 25.9.

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