Research Article
Immune Centroids Oversampling Method for Binary Classification
Table 5
The Shaffer test for the oversampling techniques with SVM using the AUC measure.
| | | None | SMOTE | SMOTE + ENN | SL-SMOTE | ADASYN | ICOTE | ICOTE + ENN |
| | None | X | −(0.000) | −(0.000) | =(0.005) | =(0.009) | −(0.000) | −(0.000) | | SMOTE | +(0.000) | X | =(0.710) | =(0.352) | =(0.254) | −(0.001) | −(0.000) | | SMOTE + ENN | +(0.000) | =(0.710) | X | =(0.193) | =(0.130) | =(0.005) | −(0.000) | | SL-SMOTE | =(0.005) | =(0.352) | =(0.193) | X | =(0.831) | =(0.005) | −(0.000) | | ADASYN | =(0.009) | =(0.254) | =(0.130) | =(0.831) | X | −(0.000) | −(0.000) | | ICOTE | +(0.000) | +(0.001) | =(0.005) | +(0.000) | +(0.000) | X | =(0.080) | | ICOTE + ENN | +(0.000) | +(0.000) | +(0.000) | +(0.000) | +(0.000) | =(0.080) | X |
|
|
