Methods for selecting a splitting attribute |
Averaged value of classification accuracy (%) |
Variance |
65.808 |
Mean absolute difference |
65.783 |
Variance ratio |
65.392 |
ReliefF |
68.825 |
Fisher score |
62.244 |
Chi-Squared score |
58.483 |
Correlation-based |
60.525 |
Fast correlation-based filter |
53.617 |
Separation Measure |
76.592 |
Ensemble of all methods |
50.617 |
Ensemble of all methods with weights |
50.825 |
Ensemble 3 best practices |
70.742 |
Ensemble of 3 best methods with weights |
70.875 |
Ensemble 3 medium methods |
59.117 |
Ensemble of 3 Mean Methods with Weights |
59.208 |
Ensemble of 3 Worst Methods |
49.492 |
An ensemble of 3 worst methods with weights |
49.475 |
Ensemble of BAW Methods |
50.708 |
Ensemble of BAW Methods with Weights |
50.717 |