Attacks | Accuracy with ELM | Accuracy with WELM |
---|---|---|
Normal | 91.26 | 93.54 |
Generic | 98.16 | 98.23 |
Exploits | 89.13 | 90.12 |
Fuzzers | 91.30 | 91.47 |
DoS | 94.75 | 94.90 |
Reconnaissance | 94.60 | 95.33 |
Analysis | 98.96 | 99.26 |
Backdoor | 99.11 | 99.11 |
Shellcode | 99.40 | 99.40 |
Worms | 99.92 | 99.92 |
Average | 95.66 | 96.12 |
Softmax | 98.24 | 98.69 |