IoT Intrusion Detection on MQTT-IoT-IDS 2020
100Accuracy (A)A-THENA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| A-THENA2026.04 | 100 | 1 | 0 | 0 | 1.4 | |
| Random Forest2026.04 | 98.85 | 30 | 1.99 | 0 | 14 | |
| XGBoost2026.04 | 98.01 | 30 | 9.8 | 0 | 75.9 | |
| LR2026.04 | 97.61 | 29 | 7.97 | 0 | 58 | |
| MLP2026.04 | 97.57 | 30 | 7.97 | 0 | 50.9 | |
| SVM2026.04 | 96.86 | 30 | 11.96 | 1.02 | 44.8 | |
| kNN2026.04 | 93.19 | 12 | 8.14 | 0 | 15.1 | |
| Naive Bayes2026.04 | 92.8 | 1 | 3.99 | 3.49 | 4.8 |