Research Article

An Intrusion Detection System for the Internet of Things Based on the Ensemble of Unsupervised Techniques

Table 1

Summary of CES-CIC-IDS 2018 dataset used in the experiments.

SubdatasetSizeDistribution

1048574Benign: 446772
DoS attacks-SlowHTTPTest: 139890
DoS attacks-Hulk: 461912
1048575Benign: 996077
DoS attacks-GoldenEye: 41508
DoS attacks-Slowloris: 10990
1048575Benign: 360833
DDoS attack-LOIC-UDP: 1730
DDoS attack-HOIC: 686012
1048571Benign: 472380
DDoS attacks-LOIC-HTTP: 576191
1048522Benign: 1048009
Brute force-web: 362
Brute force-XSS: 151
1048575Benign: 667626
FTP-brute force: 193360
SSH-brute force: 187589