Binary Classification on 65 binary imbalanced datasets
63.54MCCGini-iCost
Evaluation Results
| Method | Links | |
|---|---|---|
| Gini-iCostClassifier=XGBoost2024.09 | 63.54 | |
| Neighbor-iCostClassifier=XGBoost2024.09 | 63.53 | |
| Gini-iCostClassifier=SVM2024.09 | 62.39 | |
| Neighbor-iCostClassifier=SVM2024.09 | 62.18 | |
| SMOTEClassifier=XGBoost2024.09 | 60.44 | |
| SMOTE-TomekClassifier=XGBoost2024.09 | 60.25 | |
| SMOTEClassifier=SVM2024.09 | 60.24 | |
| SMOTE-TomekClassifier=SVM2024.09 | 60.24 | |
| SMOTEClassifier=RF2024.09 | 60.03 | |
| BL-SMOTEClassifier=XGBoost2024.09 | 59.93 | |
| SMOTE-TomekClassifier=RF2024.09 | 59.81 | |
| BL-SMOTEClassifier=SVM2024.09 | 59.49 | |
| ROSClassifier=SVM2024.09 | 59.39 | |
| ADASYNClassifier=XGBoost2024.09 | 59.27 | |
| ADASYNClassifier=RF2024.09 | 59.25 | |
| Neighbor-iCostClassifier=Average2024.09 | 59.13 | |
| SMOTE-ENNClassifier=RF2024.09 | 59.09 | |
| Gini-iCostClassifier=Average2024.09 | 58.51 | |
| SMOTE-ENNClassifier=XGBoost2024.09 | 58.29 | |
| BL-SMOTEClassifier=RF2024.09 | 58.26 | |
| ROSClassifier=RF2024.09 | 58.12 | |
| SMOTE-ENNClassifier=SVM2024.09 | 58.09 | |
| ROSClassifier=XGBoost2024.09 | 57.97 | |
| ADASYNClassifier=SVM2024.09 | 57.63 | |
| Neighbor-iCostClassifier=DT2024.09 | 57.6 | |
| Neighbor-iCostClassifier=RF2024.09 | 57.41 | |
| Gini-iCostClassifier=RF2024.09 | 57.4 | |
| SMOTEClassifier=Average2024.09 | 57.27 | |
| SMOTE-TomekClassifier=Average2024.09 | 57.23 | |
| Gini-iCostClassifier=DT2024.09 | 56.78 | |
| BL-SMOTEClassifier=Average2024.09 | 56.66 | |
| ENNClassifier=RF2024.09 | 56.53 | |
| SMOTE-ENNClassifier=Average2024.09 | 55.96 | |
| Tomek-LinksClassifier=XGBoost2024.09 | 55.94 | |
| ADASYNClassifier=Average2024.09 | 55.93 | |
| ENNClassifier=XGBoost2024.09 | 55.77 | |
| ROSClassifier=Average2024.09 | 55.75 | |
| Tomek-LinksClassifier=RF2024.09 | 55.44 | |
| Neighbor-iCostClassifier=LR2024.09 | 54.93 | |
| ENNClassifier=Average2024.09 | 53.59 | |
| SMOTE-TomekClassifier=LR2024.09 | 53.52 | |
| BL-SMOTEClassifier=LR2024.09 | 53.44 | |
| SMOTEClassifier=LR2024.09 | 53.41 | |
| ADASYNClassifier=DT2024.09 | 52.88 | |
| Tomek-LinksClassifier=Average2024.09 | 52.72 | |
| Gini-iCostClassifier=LR2024.09 | 52.47 | |
| ENNClassifier=SVM2024.09 | 52.36 | |
| SMOTE-TomekClassifier=DT2024.09 | 52.34 | |
| SMOTEClassifier=DT2024.09 | 52.25 | |
| BL-SMOTEClassifier=DT2024.09 | 52.2 | |
| SMOTE-ENNClassifier=DT2024.09 | 52.2 | |
| ROSClassifier=LR2024.09 | 52.19 | |
| SMOTE-ENNClassifier=LR2024.09 | 52.11 | |
| ENNClassifier=DT2024.09 | 52.02 | |
| Tomek-LinksClassifier=DT2024.09 | 51.98 | |
| ENNClassifier=LR2024.09 | 51.26 | |
| ROSClassifier=DT2024.09 | 51.06 | |
| ADASYNClassifier=LR2024.09 | 50.63 | |
| Tomek-LinksClassifier=SVM2024.09 | 50.17 | |
| Tomek-LinksClassifier=LR2024.09 | 50.04 | |
| RUSClassifier=RF2024.09 | 49.85 | |
| RUSClassifier=SVM2024.09 | 49.5 | |
| RUSClassifier=LR2024.09 | 46.94 | |
| RUSClassifier=Average2024.09 | 46.56 | |
| RUSClassifier=XGBoost2024.09 | 45.05 | |
| RUSClassifier=DT2024.09 | 41.46 |