Research Article
An Intrusion Detection System for the Internet of Things Based on the Ensemble of Unsupervised Techniques
Table 9
Performance (%) of the four intrusion detection methods on the IoT dataset.
| Attack type | Metric | UTEN-IDS | AE-IDS | KitNET | AE |
| MQTT brute force | Recall (%) | 99.45 | 100 | 100 | 100 | F1 (%) | 99.48 | 99.07 | 85.14 | 67.24 | AA (%) | 99.62 | 99.59 | 92.33 | 78.57 |
| Sparta SSH brute force | Recall (%) | 100 | 99.31 | 100 | 100 | F1 (%) | 99.73 | 99.65 | 84.79 | 66.61 | AA (%) | 99.89 | 99.65 | 92.34 | 78.60 |
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