Table 8.
Hyperparameter cross-validation matrix.
| Accuracy（%） |
MIN |
AVG |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 98.46 | 90.77 | 90.77 | 93.85 | 90.77 | 93.85 | 93.85 | 95.38 | 96.92 | 96.92 | 90.77 | 94.15 |
| 95.38 | 92.31 | 92.31 | 92.31 | 95.38 | 90.77 | 90.77 | 93.85 | 96.92 | 100.0 | 90.77 | 94.00 |
| 93.85 | 86.15 | 92.31 | 90.77 | 95.38 | 90.77 | 89.23 | 92.31 | 96.92 | 100.0 | 86.15 | 92.77 |
| 86.15 | 90.77 | 86.15 | 95.38 | 96.92 | 90.77 | 84.62 | 90.77 | 92.31 | 93.85 | 84.62 | 90.77 |
| 95.38 | 90.77 | 89.23 | 87.69 | 98.46 | 90.77 | 80.00 | 87.69 | 92.31 | 87.69 | 80.00 | 90.00 |
| 95.38 | 93.85 | 92.31 | 93.85 | 95.38 | 95.38 | 89.23 | 95.38 | 96.92 | 98.46 | 89.23 | 94.62 |
| 95.38 | 90.77 | 92.31 | 93.85 | 96.92 | 92.31 | 95.38 | 96.92 | 95.38 | 98.46 | 90.77 | 94.77 |
| 93.85 | 90.77 | 92.31 | 93.85 | 92.31 | 93.85 | 93.85 | 96.92 | 98.46 | 98.46 | 90.77 | 94.46 |
| 86.15 | 84.62 | 87.69 | 90.77 | 93.85 | 89.23 | 84.62 | 92.31 | 98.46 | 90.77 | 84.62 | 89.85 |
| 87.69 | 90.77 | 89.23 | 92.31 | 95.38 | 89.23 | 89.23 | 95.38 | 95.38 | 98.46 | 87.69 | 92.31 |
| Sensitivity（%） |
MIN |
AVG |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 96.77 | 80.65 | 80.65 | 90.32 | 90.32 | 87.10 | 87.10 | 90.32 | 93.55 | 93.55 | 80.65 | 89.03 |
| 90.32 | 83.87 | 83.87 | 87.10 | 93.55 | 80.65 | 80.65 | 87.10 | 93.55 | 100.0 | 80.65 | 88.06 |
| 87.10 | 70.97 | 83.87 | 83.87 | 90.32 | 80.65 | 77.42 | 83.87 | 93.55 | 100.0 | 70.97 | 85.16 |
| 80.65 | 87.10 | 74.19 | 87.10 | 96.77 | 83.87 | 74.19 | 83.87 | 83.87 | 93.55 | 74.19 | 84.52 |
| 90.32 | 80.65 | 80.65 | 90.32 | 96.77 | 83.87 | 67.74 | 83.87 | 93.55 | 90.32 | 67.74 | 85.81 |
| 90.32 | 87.10 | 83.87 | 87.10 | 96.77 | 90.32 | 83.87 | 90.32 | 93.55 | 96.77 | 83.87 | 90.00 |
| 90.32 | 80.65 | 83.87 | 90.32 | 93.55 | 83.87 | 93.55 | 93.55 | 90.32 | 96.77 | 80.65 | 89.68 |
| 87.10 | 80.65 | 83.87 | 87.10 | 93.55 | 87.10 | 87.10 | 93.55 | 96.77 | 96.77 | 80.65 | 89.35 |
| 83.87 | 77.42 | 74.19 | 80.65 | 96.77 | 77.42 | 70.97 | 87.10 | 96.77 | 93.55 | 70.97 | 83.87 |
| 83.87 | 80.65 | 77.42 | 83.87 | 90.32 | 80.65 | 80.65 | 90.32 | 90.32 | 96.77 | 77.42 | 85.48 |
| Specificity（%） |
MIN |
AVG |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100.0 | 100.0 | 100.0 | 100.0 | 91.18 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 91.18 | 99.12 |
| 100.0 | 100.0 | 100.0 | 97.06 | 97.06 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 97.06 | 99.41 |
| 100.0 | 100.0 | 100.0 | 97.06 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 97.06 | 99.71 |
| 91.18 | 94.12 | 97.06 | 100.0 | 97.06 | 97.06 | 94.12 | 97.06 | 100.0 | 94.12 | 91.18 | 96.18 |
| 100.0 | 100.0 | 97.06 | 85.29 | 100.0 | 97.06 | 91.18 | 91.18 | 91.18 | 85.29 | 85.29 | 93.82 |
| 100.0 | 100.0 | 100.0 | 100.0 | 94.12 | 100.0 | 94.12 | 100.0 | 100.0 | 100.0 | 94.12 | 98.82 |
| 100.0 | 100.0 | 100.0 | 97.06 | 100.0 | 100.0 | 97.06 | 100.0 | 100.0 | 100.0 | 97.06 | 99.41 |
| 100.0 | 100.0 | 100.0 | 100.0 | 91.18 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 91.18 | 99.12 |
| 88.24 | 91.18 | 100.0 | 100.0 | 91.18 | 100.0 | 97.06 | 97.06 | 100.0 | 88.24 | 88.24 | 95.29 |
| 91.18 | 100.0 | 100.0 | 100.0 | 100.0 | 97.06 | 97.06 | 100.0 | 100.0 | 100.0 | 91.18 | 98.53 |