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