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ResearchFormerly WizWand

Binary Classification on 65 binary imbalanced datasets

63.54MCCGini-iCost
40.576846.538452.558.4616Sep 19, 2024
Updated 4mo ago

Evaluation results

MethodLinks
Gini-iCostClassifier=XGBoost2024.0963.54
Neighbor-iCostClassifier=XGBoost2024.0963.53
Gini-iCostClassifier=SVM2024.0962.39
Neighbor-iCostClassifier=SVM2024.0962.18
SMOTEClassifier=XGBoost2024.0960.44
SMOTE-TomekClassifier=XGBoost2024.0960.25
SMOTEClassifier=SVM2024.0960.24
SMOTE-TomekClassifier=SVM2024.0960.24
SMOTEClassifier=RF2024.0960.03
BL-SMOTEClassifier=XGBoost2024.0959.93
SMOTE-TomekClassifier=RF2024.0959.81
BL-SMOTEClassifier=SVM2024.0959.49
ROSClassifier=SVM2024.0959.39
ADASYNClassifier=XGBoost2024.0959.27
ADASYNClassifier=RF2024.0959.25
Neighbor-iCostClassifier=Average2024.0959.13
SMOTE-ENNClassifier=RF2024.0959.09
Gini-iCostClassifier=Average2024.0958.51
SMOTE-ENNClassifier=XGBoost2024.0958.29
BL-SMOTEClassifier=RF2024.0958.26
ROSClassifier=RF2024.0958.12
SMOTE-ENNClassifier=SVM2024.0958.09
ROSClassifier=XGBoost2024.0957.97
ADASYNClassifier=SVM2024.0957.63
Neighbor-iCostClassifier=DT2024.0957.6
Neighbor-iCostClassifier=RF2024.0957.41
Gini-iCostClassifier=RF2024.0957.4
SMOTEClassifier=Average2024.0957.27
SMOTE-TomekClassifier=Average2024.0957.23
Gini-iCostClassifier=DT2024.0956.78
BL-SMOTEClassifier=Average2024.0956.66
ENNClassifier=RF2024.0956.53
SMOTE-ENNClassifier=Average2024.0955.96
Tomek-LinksClassifier=XGBoost2024.0955.94
ADASYNClassifier=Average2024.0955.93
ENNClassifier=XGBoost2024.0955.77
ROSClassifier=Average2024.0955.75
Tomek-LinksClassifier=RF2024.0955.44
Neighbor-iCostClassifier=LR2024.0954.93
ENNClassifier=Average2024.0953.59
SMOTE-TomekClassifier=LR2024.0953.52
BL-SMOTEClassifier=LR2024.0953.44
SMOTEClassifier=LR2024.0953.41
ADASYNClassifier=DT2024.0952.88
Tomek-LinksClassifier=Average2024.0952.72
Gini-iCostClassifier=LR2024.0952.47
ENNClassifier=SVM2024.0952.36
SMOTE-TomekClassifier=DT2024.0952.34
SMOTEClassifier=DT2024.0952.25
BL-SMOTEClassifier=DT2024.0952.2
SMOTE-ENNClassifier=DT2024.0952.2
ROSClassifier=LR2024.0952.19
SMOTE-ENNClassifier=LR2024.0952.11
ENNClassifier=DT2024.0952.02
Tomek-LinksClassifier=DT2024.0951.98
ENNClassifier=LR2024.0951.26
ROSClassifier=DT2024.0951.06
ADASYNClassifier=LR2024.0950.63
Tomek-LinksClassifier=SVM2024.0950.17
Tomek-LinksClassifier=LR2024.0950.04
RUSClassifier=RF2024.0949.85
RUSClassifier=SVM2024.0949.5
RUSClassifier=LR2024.0946.94
RUSClassifier=Average2024.0946.56
RUSClassifier=XGBoost2024.0945.05
RUSClassifier=DT2024.0941.46