Research Article
AGNES-SMOTE: An Oversampling Algorithm Based on Hierarchical Clustering and Improved SMOTE
Table 6
G-mean values on each dataset with different algorithms.
| Dataset | SMOTE | K-means-SMOTE | Cluster-SMOTE | AGNES-SMOTE |
| Ecoli | 0.8653 | 0.8685 | 0.8518 | 0.8701 | Libra | 0.7993 | 0.6954 | 0.8478 | 0.8055 | Yeast1 | 0.7065 | 0.6596 | 0.7058 | 0.7121 | Haberman | 0.6259 | 0.5669 | 0.5909 | 0.6278 | Satimage | 0.8519 | 0.7412 | 0.8288 | 0.8396 | Optical_digits | 0.9689 | 0.9752 | 0.9655 | 0.9753 | Abalone | 0.7827 | 0.0875 | 0.7929 | 0.7955 | Liver | 0.6551 | 0.6407 | 0.5461 | 0.6593 | LEV | 0.7469 | 0.7920 | 0.7736 | 0.8046 |
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