Table 2 Comparison of attack type class distribution.
From: AI-Driven intrusion detection and prevention systems to safeguard 6G networks from cyber threats
Class | Dataset | OpenStack 1 st Half | Sample |
|---|---|---|---|
Total Records | \(\:\text{32,730,224}\left(100\%\right)\) | \(\:\text{18,772,353}\left(100\%\right)\) | \(\:\text{2,525,556}\left(100\%\right)\) |
No Attack | \(\:\text{29,452,263}\left(89.95\%\right)\) | \(\:\text{15,626,326}\left(82.75\%\right)\) | \(\:\text{2,082,551}\left(82.53\%\right)\) |
Brute Force | \(\:9878\left(0.03\%\right)\) | \(\:4982\left(0.03\%\right)\) | \(\:1252\left(0.05\%\right)\) |
DoS | \(\:\text{2,859,227}\left(9.07\%\right)\) | \(\:\text{2,859,627}\left(15.77\%\right)\) | \(\:\text{398,470}\left(15.40\%\right)\) |
Port Scan | \(\:\text{304,358}\left(0.93\%\right)\) | \(\:\text{264,917}\left(1.41\%\right)\) | \(\:\text{50,135}\left(1.98\%\right)\) |
Ping Scan | \(\:6096\left(0.02\%\right)\) | \(\:6096\left(0.03\%\right)\) | \(\:1067\left(0.04\%\right)\) |