Attacks | Accuracy (in %) | No. of features |
---|---|---|
Normal | 91.26 | 13 |
Generic | 98.16 | 14 |
Exploits | 89.13 | 25 |
Fuzzers | 91.30 | 24 |
DoS | 94.75 | 25 |
Reconnaissance | 94.60 | 17 |
Analysis | 98.96 | 16 |
Backdoor | 99.11 | 18 |
Shellcode | 99.40 | 12 |
Worms | 99.92 | 15 |
Average | 95.66 | 18 |
Softmax | 98.24 | - |
No feature selection | 92.95 | 49 |