Intrusion Detection on UNSW-NB15 zero-day withheld classes (evaluation)
71.64AccuracyZAID
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZAIDThreshold Config=(0, 1, 0) ≥ 12026.02 | 71.64 | 75.99 | 62.75 | 67.94 | |
| Popoola et al.Study=Popoola et al. [25]2026.02 | 66.74 | 73.39 | 51.77 | 59.82 | |
| ZAIDThreshold Config=(1.5, 1.5, 1) ≥ 2.52026.02 | 66.16 | 77.14 | 45.47 | 55.67 | |
| ZAIDThreshold Config=(1, 1, 1) ≥ 22026.02 | 65.21 | 76.88 | 43.14 | 53.46 | |
| ZAIDThreshold Config=(1, 1.5, 1.5) ≥ 2.52026.02 | 65.09 | 76.8 | 42.76 | 53.17 | |
| Bierbrauer et al.Study=Bierbrauer et al. [15]2026.02 | 64.9 | 63.71 | 68.02 | 65.79 | |
| ZAIDThreshold Config=(1.5, 1, 1.5) ≥ 2.52026.02 | 64.57 | 76.9 | 41.15 | 51.73 | |
| ZAIDThreshold Config=(1, 0, 0) ≥ 12026.02 | 62.52 | 75.87 | 35.81 | 46.35 | |
| ZAIDThreshold Config=(0, 0, 1) ≥ 12026.02 | 62.03 | 76.06 | 35.27 | 44.55 | |
| ZAIDThreshold Config=(1, 1.5, 1) ≥ 2.52026.02 | 61.01 | 74.39 | 32.41 | 42.24 |