Attack type | UNSW-NB 15-full feature set | UNSW-NB 15-reduced feature set | ||||
---|---|---|---|---|---|---|
Training | Validation | Testing | Training | Validation | Testing | |
N = Normal | 66,211 | 14,893 | 14,893 | 46,632 | 14,893 | 14,893 |
F = Fuzzers | 17,853 | 4748 | 4748 | 12,992 | 4748 | 4748 |
A = Analysis | 1985 | 513 | 513 | 1423 | 513 | 513 |
B = Backdoors | 1740 | 458 | 458 | 1252 | 458 | 458 |
D = DoS | 11,558 | 2564 | 2564 | 8124 | 2564 | 2564 |
E = Exploits | 31,279 | 7588 | 7588 | 21,928 | 7588 | 7588 |
G = Generic | 42,321 | 8942 | 8942 | 29,058 | 8942 | 8942 |
R = Reconnaissance | 9811 | 2387 | 2387 | 7463 | 2387 | 2387 |
SC = Shell Code | 1103 | 238 | 238 | 810 | 238 | 238 |
W = Worms | 133 | 37 | 37 | 96 | 37 | 37 |
Total | 183,994 | 42,368 | 42,368 | 129,778 | 42,368 | 42,368 |