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Binary Classification on 65 binary imbalanced datasets

63.54MCC

Gini-iCost

Updated 26d ago

Evaluation Results

Method	Links
Gini-iCost 2024.09		63.54
Neighbor-iCost 2024.09		63.53
Gini-iCost 2024.09		62.39
Neighbor-iCost 2024.09		62.18
SMOTE 2024.09		60.44
SMOTE-Tomek 2024.09		60.25
SMOTE 2024.09		60.24
SMOTE-Tomek 2024.09		60.24
SMOTE 2024.09		60.03
BL-SMOTE 2024.09		59.93
SMOTE-Tomek 2024.09		59.81
BL-SMOTE 2024.09		59.49
ROS 2024.09		59.39
ADASYN 2024.09		59.27
ADASYN 2024.09		59.25
Neighbor-iCost 2024.09		59.13
SMOTE-ENN 2024.09		59.09
Gini-iCost 2024.09		58.51
SMOTE-ENN 2024.09		58.29
BL-SMOTE 2024.09		58.26
ROS 2024.09		58.12
SMOTE-ENN 2024.09		58.09
ROS 2024.09		57.97
ADASYN 2024.09		57.63
Neighbor-iCost 2024.09		57.6
Neighbor-iCost 2024.09		57.41
Gini-iCost 2024.09		57.4
SMOTE 2024.09		57.27
SMOTE-Tomek 2024.09		57.23
Gini-iCost 2024.09		56.78
BL-SMOTE 2024.09		56.66
ENN 2024.09		56.53
SMOTE-ENN 2024.09		55.96
Tomek-Links 2024.09		55.94
ADASYN 2024.09		55.93
ENN 2024.09		55.77
ROS 2024.09		55.75
Tomek-Links 2024.09		55.44
Neighbor-iCost 2024.09		54.93
ENN 2024.09		53.59
SMOTE-Tomek 2024.09		53.52
BL-SMOTE 2024.09		53.44
SMOTE 2024.09		53.41
ADASYN 2024.09		52.88
Tomek-Links 2024.09		52.72
Gini-iCost 2024.09		52.47
ENN 2024.09		52.36
SMOTE-Tomek 2024.09		52.34
SMOTE 2024.09		52.25
BL-SMOTE 2024.09		52.2
SMOTE-ENN 2024.09		52.2
ROS 2024.09		52.19
SMOTE-ENN 2024.09		52.11
ENN 2024.09		52.02
Tomek-Links 2024.09		51.98
ENN 2024.09		51.26
ROS 2024.09		51.06
ADASYN 2024.09		50.63
Tomek-Links 2024.09		50.17
Tomek-Links 2024.09		50.04
RUS 2024.09		49.85
RUS 2024.09		49.5
RUS 2024.09		46.94
RUS 2024.09		46.56
RUS 2024.09		45.05
RUS 2024.09		41.46