Advances, Systems and Applications
Table 6 Simulation results for the proposed CHAID model
Attack | precision | recall | f1-score | support |
|---|---|---|---|---|
Backdoor | 1.00 | 0.93 | 0.97 | 4805 |
DDoS_HTTP | 0.94 | 0.61 | 0.74 | 9709 |
DDoS_ICMP | 1.00 | 0.99 | 1 | 13588 |
DDoS_TCP | 0.74 | 0.57 | 0.65 | 10012 |
DDoS_UDP | 1.00 | 1 | 1 | 24314 |
Fingerprinting | 0.25 | 0.88 | 0.39 | 171 |
MITM | 1.00 | 1.00 | 1.00 | 72.00 |
Normal | 1.00 | 1.00 | 1.00 | 272800.00 |
Password | 0.49 | 0.31 | 0.38 | 9987 |
Port_Scanning | 0.31 | 0.49 | 0.38 | 3995 |
Ransomware | 0.96 | 0.92 | 0.94 | 1938 |
SQL_injection | 0.43 | 0.71 | 0.54 | 10165 |
Uploading | 0.62 | 0.37 | 0.47 | 7361 |
Vulnerability_scanner | 0.93 | 0.84 | 0.88 | 1005 |
XSS | 0.31 | 0.77 | 0.44 | 3013 |
accuracy | NA | NA | 0.97 | 381935 |
macro avg | 0.73 | 0.76 | 0.72 | 381935 |
weighted avg | 0.98 | 0.965 | 0.968 | 381935 |