Table 8.
Statistical results of different ensemble methods.
| Method | Sp (%) | Se (%) | GMean (%) | p value | Acc (%) | AUC | NPV = 95% | p value | |
|---|---|---|---|---|---|---|---|---|---|
| TPR (%) | FPR (%) | ||||||||
| YeCRaw | 92.44 ± 2.41 | 65.92 ± 7.00 | 77.91 ± 3.42 | 0.0039 | 82.08 ± 2.09 | 0.8936 ± 0.01 | 24.83 ± 29.75 | 3.22 ± 3.85 | 0.0078 |
| YeC | 86.78 ± 3.34 | 76.73 ± 5.50 | 81.50 ± 1.73 | 0.0273 | 83.35 ± 1.18 | 0.8985 ± 0.01 | 30.13 ± 31.97 | 3.75 ± 4.25 | 0.1289 |
| Bagging | 86.16 ± 3.98 | 79.58 ± 4.78 | 82.71 ± 1.65 | 0.0039 | 84.26 ± 1.82 | 0.9042 ± 0.01 | 31.11 ± 35.36 | 3.95 ± 4.64 | 0.0391 |
| AdaBoost | 84.92 ± 4.23 | 81.30 ± 4.73 | 83.00 ± 1.57 | 0.0547 | 84.32 ± 1.77 | 0.9067 ± 0.01 | 31.42 ± 37.47 | 4.06 ± 4.86 | 0.1289 |
| ViewEL | 86.86 ± 3.51 | 80.23 ± 4.49 | 83.40 ± 1.80 | — | 84.84 ± 1.82 | 0.9117 ± 0.02 | 36.11 ± 34.34 | 4.30 ± 4.74 | — |