Table A2.
Dataset | Fine KNN | Weighted KNN | Cubic SVM | Fine Gaussian SVM | XGBoost | Random Forest | AODE | Rank |
---|---|---|---|---|---|---|---|---|
Original | 59 | 63 | 84 | 82 | 17 | 15 | 27 | 11 |
PG | 48 | 44 | 30 | 35 | 11 | 12 | 21 | 1 |
RUS | 64 | 76 | 77 | 78 | 3 | 2 | 37 | 10 |
ENN | 75 | 69 | 82 | 81 | 23 | 24 | 34 | 13 |
ALLKNN | 72 | 66 | 79 | 80 | 28 | 22 | 25 | 12 |
ROS | 59 | 39 | 67 | 49 | 6 | 4 | 29 | 3 |
SMOTE | 54 | 52 | 58 | 65 | 18 | 7 | 36 | 7 |
ADASYN | 42 | 41 | 61 | 70 | 16 | 9 | 31 | 4 |
Borderline SMOTE | 51 | 55 | 50 | 62 | 14 | 19 | 38 | 8 |
SMOTENC | 42 | 45 | 56 | 74 | 20 | 5 | 32 | 5 |
SMOTEENN | 73 | 68 | 40 | 53 | 10 | 1 | 26 | 2 |
SMOT-Tomek Links | 46 | 47 | 57 | 71 | 13 | 8 | 32 | 6 |
Rank | 5 | 4 | 6 | 7 | 2 | 1 | 3 | / |