Table 2.
Results of All Experiments
| Exp. Nu. | Method | Accuracy (%) | Error (%) | Sensitivity (%) | Decision (%) | Precision (%) |
|---|---|---|---|---|---|---|
| 1 | SVM | 97.66 | 2.34 | 98.39 | 97.25 | 95.31 |
| 2 | LR | 91.22 | 8.78 | 92.31 | 100.00 | 100.00 |
| 3 | MLP | 95.61 | 4.39 | 92.31 | 97.33 | 94.74 |
| 4 | NB | 97.37 | 2.63 | 97.36 | 98.67 | 97.37 |
| 5 | RF | 97.36 | 2.64 | 97.37 | 97.37 | 94.87 |
| 6 | DT | 97.36 | 2.64 | 95.12 | 98.63 | 97.50 |
| 7 | KNN | 93.85 | 6.15 | 92.11 | 94.74 | 89.74 |
| 8 | LDA | 96.49 | 3.51 | 100 | 94.94 | 89.74 |
| 9 | XGB | 93.86 | 6.14 | 88.10 | 97.22 | 94.87 |
| 10 | ABC | 98.06 | 1.94 | 97.37 | 98.67 | 97.37 |
| 11 | GBC | 99.12 | 0.88 | 100.00 | 98.68 | 97.44 |
| 12 | SVM | 97.36 | 2.93 | 97.37 | 97.37 | 94.87 |
| 13 | LR | 91.22 | 8.78 | 74.36 | 88.24 | 74.36 |
| 14 | MLP | 95.61 | 4.36 | 97.22 | 94.87 | 89.74 |
| 15 | NB | 97.37 | 2.63 | 94.87 | 98.67 | 97.37 |
| 16 | RF | 97.36 | 2.93 | 97.37 | 97.37 | 94.87 |
| 17 | DT | 97.36 | 2.64 | 97.5 | 97.30 | 95.12 |
| 18 | KNN | 93.85 | 6.15 | 92.11 | 94.74 | 89.74 |
| 19 | LDA | 94.74 | 5.26 | 87.18 | 98.67 | 97.14 |
| 20 | XGB | 94.74 | 5.26 | 94.87 | 94.67 | 90.24 |
| 21 | ABC | 97.54 | 2.46 | 97.50 | 97.3 | 95.12 |
| 22 | GBC | 99.00 | 1.00 | 98.66 | 100.00 | 100.00 |
| 23 | SVM | 97.36 | 2.64 | 95.00 | 98.65 | 97.44 |
| 24 | LR | 95.91 | 5.09 | 95.33 | 96.88 | 98.08 |
| 25 | MLP | 97.66 | 2.34 | 99.05 | 95.45 | 97.20 |
| 26 | NB | 97.37 | 2.63 | 98.67 | 94.87 | 97.37 |
| 27 | RF | 96.49 | 3.51 | 97.33 | 94.87 | 97.33 |
| 28 | DT | 93.85 | 6.15 | 94.52 | 92.68 | 95.83 |
| 29 | KNN | 85.08 | 14.95 | 87.18 | 80.56 | 90.67 |
| 30 | LDA | 97.36 | 2.64 | 96.15 | 100.00 | 100.00 |
| 31 | XGB | 94.74 | 5.26 | 92.26 | 90.24 | 94.67 |
| 32 | ABC | 96.49 | 3.51 | 97.30 | 92.68 | 96.00 |
| 33 | GBC | 98.24 | 1.76 | 97.40 | 100.00 | 100.00 |