Table 5 Performance comparison of OCSVM, IF and CSAD on TON_IoT test set.
From: Robust IoT security using isolation forest and one class SVM algorithms
Model | Accuracy | Precision (Anomaly) | Recall (Anomaly) | F1 Score (Anomaly) |
|---|---|---|---|---|
OCSVM | 93.32% | 0.84 | 1.00 | 0.91 |
Isolation Forest | 63.02% | 0.37 | 0.08 | 0.13 |
CSAD (Proposed) | 66.00% | 0.55 | 0.12 | 0.20 |
