Table 8.
Classification performance of feature reduction based on PCA.
| Serial number | Accuracy (%) | Sensitivity (%) | Specificity (%) | 10 × running time (s) |
|---|---|---|---|---|
| 1 | 91.67 | 83.33 | 100 | 0.9970 |
| 2 | 96.74 | 93.48 | 100 | 0.4830 |
| 3 | 96.74 | 93.48 | 100 | 0.4880 |
| 4 | 98.91 | 100 | 97.83 | 0.4950 |
| 5 | 93.48 | 86.96 | 100 | 0.4950 |
| 6 | 96.74 | 100 | 93.48 | 0.5140 |
| 7 | 96.74 | 100 | 93.48 | 0.5120 |
| 8 | 94.57 | 89.13 | 100 | 0.4890 |
| 9 | 97.83 | 95.65 | 100 | 0.4990 |
| 10 | 95.65 | 93.48 | 97.83 | 0.5180 |
|
| ||||
| Mean | 95.91 | 93.55 | 98.26 | 0.5490 |