Imbalanced Classification on 27 imbalanced datasets
1Avg Rank (DT)GMR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GMR2026.02 | 1 | 5.93 | 5.3 | 2.19 | 2.89 | 6.67 | 5.59 | 4.22 | |
| EditedNearestNeighbours2026.02 | 6.74 | 9.93 | 9.37 | 7.96 | 9.33 | 9.7 | 8.74 | 8.82 | |
| NeighbourhoodCleaningRule2026.02 | 6.96 | 9.07 | 9.96 | 6.52 | 9.44 | 9.93 | 8.22 | 8.59 | |
| AllKNN2026.02 | 6.96 | 10.67 | 9.11 | 9.04 | 8.81 | 9.52 | 9.81 | 9.13 | |
| RepeatedEditedNearestNeighbours2026.02 | 7.67 | 10.48 | 11.04 | 8.89 | 10.52 | 10.63 | 11.07 | 10.04 | |
| OneSidedSelection2026.02 | 8.56 | 8.81 | 7.7 | 7.11 | 8.48 | 8.81 | 8.7 | 8.31 | |
| RandomOverSampler2026.02 | 8.89 | 6.59 | 8.74 | 12.63 | 8.19 | 8.19 | 6.89 | 8.59 | |
| None2026.02 | 10 | 8.81 | 8.44 | 7.44 | 8.26 | 6.44 | 8.33 | 8.25 | |
| TomekLinks2026.02 | 10.15 | 7.74 | 8.33 | 7.52 | 8.3 | 6.96 | 7.56 | 8.08 | |
| SVMSMOTE2026.02 | 10.19 | 8.7 | 7.33 | 9.44 | 8.85 | 6.89 | 9.11 | 8.64 | |
| SMOTE2026.02 | 10.41 | 8.37 | 10.52 | 11.07 | 7.78 | 8.41 | 8.59 | 9.31 | |
| ADASYN2026.02 | 10.85 | 11.81 | 13 | 12.96 | 10.67 | 9.74 | 10.41 | 11.35 | |
| SMOTETomek2026.02 | 11.04 | 8.44 | 10.52 | 11.22 | 8 | 7.52 | 8.44 | 9.31 | |
| SMOTEN2026.02 | 11.59 | 12.63 | 13.44 | 11.37 | 13.33 | 11.52 | 13.41 | 12.47 | |
| BorderlineSMOTE2026.02 | 11.67 | 10.44 | 11.37 | 10.93 | 10.7 | 10.3 | 10.44 | 10.84 | |
| SMOTEENN2026.02 | 12.41 | 11 | 11.15 | 15.59 | 10.63 | 12.11 | 10.26 | 11.88 | |
| InstanceHardnessThreshold2026.02 | 13.48 | 14.81 | 13.37 | 11.37 | 14.93 | 15.63 | 16.22 | 14.26 | |
| RandomUnderSampler2026.02 | 15.3 | 14.26 | 11.37 | 14.7 | 15.44 | 15.48 | 14.78 | 14.48 | |
| CNN2026.02 | 15.48 | 11.67 | 9.78 | 11.89 | 15.41 | 14.63 | 13.63 | 13.21 | |
| NearMiss2026.02 | 19.33 | 19.26 | 18.81 | 19.26 | 19.37 | 19.74 | 19.19 | 19.28 |