Research Article
Predicting Pulsars from Imbalanced Dataset with Hybrid Resampling Approach
Table 8
Results of machine learning models without data resampling.
| Model | Accuracy | Precision | Recall | F1 score |
| RF | 0.980 | 0.925 | 0.859 | 0.887 | ETC | 0.979 | 0.931 | 0.834 | 0.880 | GBC | 0.978 | 0.912 | 0.851 | 0.881 | LR | 0.980 | 0.942 | 0.831 | 0.885 | MLP | 0.975 | 0.902 | 0.826 | 0.862 |
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