Research Article
EVFDT: An Enhanced Very Fast Decision Tree Algorithm for Detecting Distributed Denial of Service Attack in Cloud-Assisted Wireless Body Area Network
Table 3
Sensitivity, specificity, and FAR of the algorithms.
| Noise | VFDT- (%) | CVFDT (%) | OVFDT (%) | EVFDT (%) | SN | SP | AC | FA | SN | SP | AC | FA | SN | SP | AC | FA | SN | SP | AC | FA |
| 0% | 90.8 | 98.4 | 92.2 | 5.4 | 89.8 | 99.4 | 94.6 | 5.1 | 97.6 | 94.9 | 96.2 | 2.4 | 97.9 | 94.7 | 96.5 | 1.1 | 5% | 79.2 | 91.7 | 87.4 | 5.9 | 78.9 | 91.7 | 87.5 | 5.7 | 79.2 | 91.7 | 87.6 | 2.7 | 82.3 | 90.0 | 89.8 | 1.3 | 10% | 78.2 | 88.8 | 82.3 | 6.8 | 69.2 | 90.8 | 79.6 | 6.2 | 77.0 | 90.7 | 83.6 | 3.2 | 80.2 | 88.4 | 84.2 | 1.7 | 15% | 76.3 | 88.3 | 81.2 | 7.3 | 67.7 | 88.9 | 78.0 | 7.0 | 76.9 | 86.8 | 80.4 | 3.5 | 79.2 | 86.8 | 83.0 | 2.2 | 20% | 77.7 | 81.3 | 78.2 | 7.9 | 66.9 | 79.1 | 76.9 | 7.8 | 79.9 | 81.0 | 79.3 | 4.1 | 78.1 | 83.4 | 81.5 | 2.7 | Avg. | 80.4 | 88.9 | 84.2 | 6.7 | 74.5 | 89.1 | 83.3 | 6.3 | 82.5 | 89.0 | 85.4 | 3.2 | 83.6 | 88.6 | 87.0 | 1.8 |
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