Intrusion Detection on ECU-IoFT 30% unseen (test)
0.98AccuracyPrivFly + SMOTE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PrivFly + SMOTENoise Multiplier=1, Privacy Budget=1.412026.01 | 0.98 | 0.98 | 0.93 | 0.95 | |
| PrivFly + CTGANNoise Multiplier=0.5, Privacy Budget=11.172026.01 | 0.98 | 0.99 | 0.92 | 0.95 | |
| PrivFly + SMOTENoise Multiplier=0.5, Privacy Budget=11.172026.01 | 0.98 | 0.99 | 0.99 | 0.99 | |
| DP-DNNNoise Multiplier=0.2, Privacy Budget=219.112026.01 | 0.98 | 0.73 | 0.74 | 0.74 | |
| PrivFly + CTGANNoise Multiplier=0.2, Privacy Budget=219.112026.01 | 0.98 | 0.99 | 0.92 | 0.95 | |
| PrivFly + SMOTENoise Multiplier=0.2, Privacy Budget=219.112026.01 | 0.98 | 0.99 | 0.99 | 0.99 | |
| PrivFly + SMOTENoise Multiplier=3, Privacy Budget=0.52026.01 | 0.97 | 0.97 | 0.92 | 0.94 | |
| PrivFly + CTGANNoise Multiplier=1, Privacy Budget=1.412026.01 | 0.97 | 0.98 | 0.92 | 0.95 | |
| DP-DNNNoise Multiplier=0.5, Privacy Budget=11.172026.01 | 0.97 | 0.73 | 0.74 | 0.73 | |
| PrivFly + CTGANNoise Multiplier=3, Privacy Budget=0.52026.01 | 0.96 | 0.97 | 0.92 | 0.94 | |
| DP-DNNNoise Multiplier=1, Privacy Budget=1.412026.01 | 0.96 | 0.7 | 0.73 | 0.71 | |
| PrivFly + CTGANNoise Multiplier=5, Privacy Budget=0.182026.01 | 0.95 | 0.94 | 0.91 | 0.91 | |
| PrivFly + SMOTENoise Multiplier=5, Privacy Budget=0.182026.01 | 0.95 | 0.94 | 0.91 | 0.92 | |
| DP-DNNNoise Multiplier=3, Privacy Budget=0.52026.01 | 0.95 | 0.69 | 0.72 | 0.7 | |
| DP-DNNNoise Multiplier=5, Privacy Budget=0.182026.01 | 0.93 | 0.67 | 0.71 | 0.69 |