Research Article
An Enhanced Machine Learning Framework for Type 2 Diabetes Classification Using Imbalanced Data with Missing Values
Table 7
Data imputation results summary.
| | Method | Accuracy | Precision | Recall | Specificity | F1-score | AUC | | Model | Best | Model | Best | Model | Best | Model | Best | Model | Best | Model | Best |
| | I | LGBM | 0.91 | GB | 0.86 | GB | 0.87 | GB | 0.79 | GB | 0.87 | LGBM | 0.84 | | II | LR | 0.78 | LGBM | 0.74 | LGBM | 0.74 | LGBM | 0.65 | LGBM | 0.74 | LGBM | 0.78 | | III | LR | 0.78 | LGBM | 0.73 | LGBM | 0.73 | LGBM | 0.62 | LGBM | 0.73 | LGBM | 0.70 |
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