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