Table 8 Intrusion detection performance on network logs.
Attack Type | Detection Rate (%) | False Positive Rate (%) | Response Time (ms) |
|---|---|---|---|
DDoS | 99.1 | 0.8 | 27 |
Botnet | 97.8 | 1.2 | 34 |
SQL Injection | 96.4 | 2.3 | 41 |
Port Scanning | 95.1 | 3.5 | 39 |
Ransomware | 98.7 | 1.1 | 31 |
Overall | 98.7 | 1.2 | 34 |