Table 2.
Classification results obtained for automated detection of HVAs using various classifiers with SCT domain features and hold-out CV.
| Classifier | Class | Performance measure | OA (%) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TP | TN | FP | FN | Precision (%) | Sensitivity (%) | Specificity (%) | F-score (%) | |||
| RF | N | 60 | 227 | 0 | 0 | 97.75 ± 2.63 | 98.33 ± 2.35 | 99.38 ± 0.74 | 98.00 ± 1.50 | 95.66 |
| MS | 60 | 227 | 6 | 0 | 88.60 ± 3.77 | 96.99 ± 1.39 | 96.72 ± 1.30 | 92.56 ± 1.90 | ||
| MR | 49 | 238 | 1 | 11 | 96.31 ± 1.87 | 87.99 ± 4.62 | 99.13 ± 0.42 | 91.94 ± 3.20 | ||
| AS | 59 | 228 | 1 | 1 | 92.38 ± 3.59 | 95.33 ± 1.82 | 97.90 ± 1.04 | 93.79 ± 1.63 | ||
| MVP | 59 | 228 | 5 | 1 | 98.22 ± 1.24 | 93.32 ± 4.56 | 99.56 ± 0.31 | 95.67 ± 2.79 | ||
| KNN | N | 60 | 231 | 0 | 0 | 98.69 ± 1.35 | 99.66 ± 0.74 | 99.64 ± 0.37 | 99.17 ± 0.82 | 97.00 |
| MS | 57 | 234 | 3 | 3 | 90.16 ± 1.65 | 97.66 ± 0.91 | 97.28 ± 0.49 | 93.76 ± 1.28 | ||
| MR | 59 | 232 | 2 | 1 | 97.91 ± 1.46 | 93.99 ± 3.45 | 99.48 ± 0.35 | 95.89 ± 2.19 | ||
| AS | 58 | 233 | 3 | 2 | 98.24 ± 2.11 | 91.99 ± 3.20 | 99.57 ± 0.52 | 94.99 ± 2.20 | ||
| MVP | 57 | 234 | 1 | 3 | 96.41 ± 2.56 | 97.33 ± 1.90 | 99.04 ± 0.71 | 96.85 ± 1.76 | ||
| KSRC | N | 60 | 236 | 0 | 0 | 100.0 ± 0.00 | 100.0 ± 0.00 | 100.0 ± 0.00 | 100.0 ± 0.00 | 98.66 |
| MS | 59 | 237 | 1 | 1 | 96.13 ± 2.12 | 98.99 ± 0.91 | 98.98 ± 0.56 | 97.54 ± 1.52 | ||
| MR | 60 | 236 | 0 | 0 | 98.66 ± 2.17 | 97.66 ± 1.90 | 99.66 ± 0.55 | 98.15 ± 1.89 | ||
| AS | 58 | 238 | 0 | 2 | 99.00 ± 1.49 | 96.99 ± 2.47 | 99.74 ± 0.38 | 97.96 ± 1.29 | ||
| MVP | 59 | 237 | 3 | 0 | 96.70 ± 1.99 | 96.66 ± 1.17 | 99.15 ± 0.51 | 96.66 ± 1.01 | ||
| DLKSRN | N | 60 | 238 | 0 | 0 | 100.0 ± 0.00 | 100.0 ± 0.00 | 100.0 ± 0.00 | 100.0 ± 0.00 | 99.23 |
| MS | 59 | 239 | 1 | 1 | 98.24 ± 1.02 | 99.01 ± 0.10 | 99.00 ± 0.63 | 99.13 ± 0.14 | ||
| MR | 60 | 238 | 1 | 0 | 99.02 ± 0.23 | 98.76 ± 1.25 | 99.88 ± 0.16 | 99.00 ± 0.26 | ||
| AS | 60 | 238 | 0 | 1 | 99.18 ± 0.64 | 97.95 ± 1.38 | 99.82 ± 0.01 | 98.72 ± 1.33 | ||
| MVP | 59 | 239 | 1 | 1 | 96.89 ± 1.02 | 97.36 ± 1.29 | 99.56 ± 0.11 | 97.51 ± 1.82 | ||