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Example of Model Comparison
Begin by selecting Help > Sample Data Library and opening Boston Housing.jmp.
1.
2.
On the Column Info window, select Random from the Initialize Data list.
3.
Select the Random Indicator radio button.
4.
1.
Select Analyze > Fit Model.
2.
Select mvalue and click Y.
3.
Select the other columns (except validation) and click Add.
4.
Select Stepwise in the Personality list.
5.
Select validation and click Validation.
6.
Click the Run button.
7.
Select P-value Threshold from the Stopping Rule list.
8.
Click the Go button.
9.
Click the Run Model button.
10.
Save the prediction formula to a column by selecting Save Columns > Prediction Formula on the Response red triangle menu.
Figure 10.2 Fit Model Report
1.
Select Analyze > Predictive Modeling > Partition.
2.
Select mvalue and click Y, Response.
3.
Select the other columns (except validation) and click X, Factor.
4.
Select validation and click Validation.
5.
Select Bootstrap Forest in the Method list.
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7.
Select the Early Stopping check box.
8.
Select the Multiple Fits over number of terms check box.
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10.
Save the prediction formula to a column by selecting Save Columns > Save Prediction Formula on the Bootstrap Forest red triangle menu.
Figure 10.3 Bootstrap Forest Model
1.
Select Analyze > Predictive Modeling > Model Comparison.
3.
Select validation and click Group.
4.
Figure 10.4 Model Comparison Report
Figure 10.5 Prediction Profiler for All Models
Related Information 
Model Specification in the Fitting Linear Models book

Help created on 3/19/2020