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