Research Article
An Enhanced Machine Learning Framework for Type 2 Diabetes Classification Using Imbalanced Data with Missing Values
Table 4
Evaluation metrics for Method-I.
| | Models | Precision | Recall | Specificity | F1-score |
| | LR | 0.76 | 0.76 | 0.63 | 0.76 | | KNN | 0.85 | 0.85 | 0.74 | 0.85 | | CART | 0.83 | 0.83 | 0.73 | 0.83 | | RF | 0.85 | 0.85 | 0.81 | 0.85 | | SVM | 0.42 | 0.65 | 0.00 | 0.51 | | LGBM | 0.86 | 0.86 | 0.77 | 0.86 | | GB | 0.86 | 0.87 | 0.79 | 0.87 |
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