Research Article
A Hybrid Sampling SVM Approach to Imbalanced Data Classification
Table 2
F-measure of the compared methods.
| F-measure | Under | SMOTE | EasyEnsemble | Our approach |
| Cmc2 | 0.4308 | 0.4631 | 0.5267 | 0.5491 | Glass7 | 0.8272 | 0.8539 | 0.8965 | 0.8867 | Abalone7 | 0.2976 | 0.4250 | 0.5913 | 0.5946 | Vowel | 0.7632 | 0.7769 | 0.8431 | 0.8752 | Yeast | 0.6342 | 0.6281 | 0.7038 | 0.7234 | Letter4 | 0.5308 | 0.5752 | 0.6076 | 0.6614 |
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