Intrusion Detection Systems

CICIDS 2017

CICIDS2017 dataset comprises both benign behaviour and also details of new malware attacks: such as Brute Force FTP, Brute Force SSH, DoS, Heartbleed, Web Attack, Infiltration, Botnet, and DDoS (Sharafaldin et al., 2018). This dataset is labelled based on the timestamp, source and destination IPs, source and destination ports, protocols, and attacks. A complete network topology was configured to collect this dataset which contains Modem, Firewall, Switches, Routers, and nodes with different operating systems (Microsoft Windows (like Windows 10, Windows 8, Windows 7, and Windows XP), Apple's macOS iOS, and open-source operating system Linux). This dataset contains 80 network flow features from the captured network traffic.