Research Article
An Intrusion Detection System for the Internet of Things Based on the Ensemble of Unsupervised Techniques
Table 8
A comparison of F1 scores (%) on CES-CIC-IDS 2018 dataset.
| Attack type | UTEN-IDS | AE-IDS | KitNET | AE |
| DoS attacks-SlowHTTPTest | 96.77 | 99.89 | 93.67 | 91.78 | DoS attacks-Hulk | 14.65 | 41.76 | 0.59 | 18.76 | DoS attacks-GoldenEye | 80.74 | 26.24 | 54.99 | 63.33 | DoS attacks-Slowloris | 52.68 | 19.87 | 24.27 | 31.33 | DDoS attack-LOIC-UDP | 22.39 | 62.28 | 17.95 | 15.40 | DDoS attack-HOIC | 99.22 | 9.51 | 98.84 | 98.72 | DDoS attacks-LOIC-HTTP | 93.02 | 63.61 | 95.90 | 95.41 | Brute force-XSS | 0.72 | 0.10 | 0.22 | 0.20 | Brute force-web | 2.11 | 0.48 | 0.67 | 0.78 | SSH-brute force | 94.75 | 76.75 | 89.06 | 87.79 | FTP-brute force | 96.79 | 87.58 | 89.38 | 88.12 |
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