Table 3.
Experimental results of IFOA-SVM.
| C | γ | FPR | FNR | Accuracy | Precision | F1 | Time (s) | |
|---|---|---|---|---|---|---|---|---|
| 1 | 0.8666 | 878.79 | 0 | 0 | 100.00% | 100.00% | 100.00% | 31.78 |
| 2 | 0.7089 | 1003.4 | 2.50% | 0 | 98.21% | 94.12% | 96.97% | 31.64 |
| 3 | 0.7015 | 952.7641 | 2.50% | 0 | 98.21% | 94.12% | 96.97% | 31.35 |
| 4 | 0.8605 | 1401.3 | 5.00% | 0 | 96.43% | 88.89% | 94.12% | 30.49 |
| 5 | 0.9922 | 1314 | 5.00% | 0 | 96.43% | 88.89% | 94.12% | 31.09 |
| 6 | 0.8319 | 1364.5 | 5.00% | 0 | 96.43% | 88.89% | 94.12% | 31.28 |
| 7 | 0.6345 | 1050.6 | 2.50% | 0 | 98.21% | 94.12% | 96.97% | 30.7 |
| 8 | 0.9405 | 820.0642 | 0 | 0 | 100.00% | 100.00% | 100.00% | 30.9 |
| 9 | 0.7671 | 1384.7 | 5.00% | 0 | 96.43% | 88.89% | 94.12% | 31.06 |
| 10 | 0.6504 | 1509.8 | 12.50% | 0 | 91.07% | 76.19% | 86.49% | 31.68 |
| μ | 0.79541 | 1167.99183 | 4.00% | 0 | 97.14% | 91.41% | 95.39% | 31.197 |
| s | 0.1222 | 251.6716 | 0.0357 | 0 | 0.0255 | 0.0688 | 0.0388 |