Research Article
A Hybrid Sampling SVM Approach to Imbalanced Data Classification
Table 3
G-mean of the compared methods.
| G-mean | Under | SMOTE | EasyEnsemble | Our approach |
| Cmc2 | 0.5325 | 0.5461 | 0.5734 | 0.5823 | Glass7 | 0.8432 | 0.8865 | 0.9237 | 0.9125 | Abalone7 | 0.3524 | 0.4672 | 0.6613 | 0.6653 | Vowel | 0.8125 | 0.8333 | 0.8769 | 0.9013 | Yeast | 0.6631 | 0.6547 | 0.7532 | 0.7845 | Letter4 | 0.5543 | 0.5945 | 0.6217 | 0.6976 |
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