Research Article
Predicting Pulsars from Imbalanced Dataset with Hybrid Resampling Approach
Table 10
Results of machine learning models with SMOTE data resampling.
| Model | Accuracy | Precision | Recall | F1 score |
| RF | 0.976 | 0.983 | 0.969 | 0.976 | ETC | 0.982 | 0.986 | 0.979 | 0.982 | GBC | 0.966 | 0.978 | 0.955 | 0.966 | LR | 0.943 | 0.973 | 0.912 | 0.941 | MLP | 0.927 | 0.945 | 0.908 | 0.926 |
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