Research Article
An Intrusion Detection System for the Internet of Things Based on the Ensemble of Unsupervised Techniques
Table 7
A comparison of average accuracy (%) on CES-CIC-IDS 2018 dataset.
| Attack type | UTEN-IDS | AE-IDS | KitNET | AE |
| DoS attacks-SlowHTTPTest | 94.77 | 99.82 | 94.04 | 85.97 | DoS attacks-Hulk | 48.65 | 63.20 | 50.15 | 41.63 | DoS attacks-GoldenEye | 94.92 | 49.44 | 82.95 | 87.93 | DoS attacks-Slowloris | 94.73 | 71.22 | 82.53 | 87.88 | DDoS attack-LOIC-UDP | 91.69 | 98.55 | 89.04 | 86.83 | DDoS attack-HOIC | 92.50 | 52.50 | 88.86 | 87.71 | DDoS attacks-LOIC-HTTP | 88.98 | 54.44 | 85.04 | 80.58 | Brute force-XSS | 66.85 | 44.91 | 56.88 | 55.83 | Brute force-web | 72.31 | 58.81 | 63.00 | 69.57 | SSH-brute force | 93.28 | 57.58 | 82.74 | 80.46 | FTP-brute force | 95.19 | 79.46 | 82.79 | 80.47 |
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