Table 6.
Category classification of different attacks.
Traffic Category | AC | PR | RC | F1S |
---|---|---|---|---|
IoTID20 | ||||
DoS Sync flooding | 1.00 | 1.00 | 1.00 | 1.00 |
MITM ARP Spoofing | 0.92 | 0.93 | 0.90 | 0.92 |
Mirai Ack flooding | 0.34 | 0.35 | 0.34 | 0.34 |
Mirai-HTTP Flooding | 0.94 | 0.92 | 0.96 | 0.94 |
Mirai Host brute force | 0.96 | 0.95 | 0.97 | 0.96 |
Mirai-UDP Flooding | 0.80 | 0.79 | 0.80 | 0.80 |
Normal | 0.98 | 0.99 | 0.97 | 0.98 |
Scan Host port | 0.65 | 0.73 | 0.56 | 0.64 |
Scan port OS | 0.85 | 0.82 | 0.88 | 0.85 |
UNSW-NB15 | ||||
Analysis | 0.10 | 0.11 | 0.09 | 0.10 |
Backdoor | 0.03 | 0.03 | 0.03 | 0.03 |
DoS | 0.38 | 0.39 | 0.34 | 0.37 |
Exploits | 0.73 | 0.70 | 0.76 | 0.73 |
Fuzzers | 0.84 | 0.84 | 0.85 | 0.84 |
Generic | 0.99 | 0.99 | 0.98 | 0.99 |
Normal | 1.00 | 1.00 | 1.00 | 1.00 |
Reconnaissance | 0.82 | 0.83 | 0.80 | 0.81 |
Shellcode | 0.60 | 0.64 | 0.56 | 0.60 |
Worms | 0.25 | 0.67 | 0.15 | 0.25 |