Research Article
Immune Centroids Oversampling Method for Binary Classification
Table 3
The Shaffer test for the oversampling techniques with
NN using the AUC measure.
| | | None | SMOTE | SMOTE + ENN | SL-SMOTE | ADASYN | ICOTE | ICOTE + ENN |
| | None | X | −(0.001) | =(0.000) | =(0.009) | =(0.957) | −(0.000) | −(0.000) | | SMOTE | +(0.001) | X | =(0.633) | =(0.441) | +(0.001) | −(0.000) | −(0.000) | | SMOTE + ENN | =(0.000) | =(0.633) | X | =(0.212) | +(0.000) | −(0.000) | −(0.000) | | SL-SMOTE | =(0.009) | =(0.441) | =(0.212) | X | =(0.010) | −(0.000) | −(0.000) | | ADASYN | =(0.957) | −(0.001) | −(0.000) | =(0.010) | X | −(0.000) | −(0.000) | | ICOTE | +(0.000) | +(0.000) | +(0.000) | +(0.000) | +(0.000) | X | =(0.167) | | ICOTE + ENN | +(0.000) | +(0.000) | +(0.000) | +(0.000) | +(0.000) | =(0.167) | X |
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