Research Article
An Enhanced Machine Learning Framework for Type 2 Diabetes Classification Using Imbalanced Data with Missing Values
Table 6
Evaluation metrics for Method-III.
| | Models | Precision | Recall | Specificity | F1-score |
| | LR | 0.73 | 0.73 | 0.55 | 0.73 | | KNN | 0.69 | 0.69 | 0.57 | 0.69 | | CART | 0.68 | 0.67 | 0.53 | 0.67 | | RF | 0.72 | 0.72 | 0.54 | 0.72 | | SVM | 0.42 | 0.65 | 0.00 | 0.51 | | GB | 0.69 | 0.7 | 0.55 | 0.7 | | LGBM | 0.73 | 0.73 | 0.62 | 0.73 |
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