Table 3 Model classification report for parallel ensemble method.
From: Efficient diagnosis of diabetes mellitus using an improved ensemble method
Statistical analysis | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | MCC (%) | AUC_ROC (%) | AUC_PR (%) |
|---|---|---|---|---|---|---|---|
Decision slump | 69.92 | 57.14 | 53.93 | 55.49 | 32.84 | 66.19 | 66.55 |
J48 | 77.54 | 77.59 | 50.28 | 61.02 | 48.38 | 71.24 | 71.21 |
CART | 78.52 | 77.60 | 54.19 | 63.82 | 50.82 | 72.89 | 76.93 |
RF | 97.85 | 98.28 | 95.53 | 96.88 | 95.27 | 97.31 | 99.29 |
