Table 6 Botnet characteristic detection results
Dataset source | Scenario/sensor | Average similarity value comparation with every characteristic (%) | Predicted | ||
|---|---|---|---|---|---|
Sporadic | Periodic | Simultaneous | |||
CTU-13 | 1 | 96.68 | 13.45 | 13.31 | Sporadic |
2 | 98.59 | 9.21 | 10.29 | Sporadic | |
3 | 99.97 | 50.02 | 50.01 | Sporadic | |
4 | 95.54 | 20.84 | 19.79 | Sporadic | |
5 | 99.18 | 18.68 | 16.67 | Sporadic | |
6 | 94.46 | 32.36 | 35.60 | Sporadic | |
7 | 100 | 23.03 | 28.07 | Sporadic | |
8 | 98.17 | 34.79 | 31.80 | Sporadic | |
9 | 97.95 | 14.70 | 14.37 | Sporadic | |
10 | 100 | 0.14 | 0.14 | Sporadic | |
11 | 100 | 0.11 | 0.11 | Sporadic | |
12 | 99.34 | 61.23 | 63.48 | Sporadic | |
13 | 98.98 | 5.76 | 5.45 | Sporadic | |
NCC-1 | 1 | 10.57 | 94.92 | 34.40 | Periodic |
2 | 6.33 | 96.93 | 39.94 | Periodic | |
3 | 0 | 100 | 81.58 | Periodic | |
4 | 7.41 | 95.96 | 40.40 | Periodic | |
5 | 2.03 | 98.21 | 52.94 | Periodic | |
6 | 13.36 | 93.15 | 23.84 | Periodic | |
7 | 0 | 100 | 59.33 | Periodic | |
8 | 7.31 | 96.82 | 64.23 | Periodic | |
9 | 10.03 | 95.17 | 89.41 | Periodic | |
10 | 0.01 | 99.80 | 95.93 | Periodic | |
11 | 0 | 100 | 16.67 | Periodic | |
12 | 54.17 | 66.04 | 76.27 | Simultaneous | |
13 | 7.63 | 96.25 | 22.63 | Periodic | |
NCC-2 | 1 | 3.47 | 66.13 | 97.86 | Simultaneous |
2 | 7.13 | 65.53 | 95.43 | Simultaneous | |
3 | 8.88 | 79.03 | 94.05 | Simultaneous | |