Federated Learning for intrusion detection system: Concepts, challenges and future directions

• Published in: Computer communications Vol. 195; pp. 346 - 361
• Main Authors: Agrawal, Shaashwat, Sarkar, Sagnik, Aouedi, Ons, Yenduri, Gokul, Piamrat, Kandaraj, Alazab, Mamoun, Bhattacharya, Sweta, Maddikunta, Praveen Kumar Reddy, Gadekallu, Thippa Reddy
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.11.2022; Elsevier
• Subjects: Anomaly detection; Computer Science; Deep Learning; Federated Learning; Intrusion detection system; Machine Learning; Federated Learning; Intrusion detection system; Machine Learning; Deep Learning; Anomaly detection

The rapid development of the Internet and smart devices trigger surge in network traffic making its infrastructure more complex and heterogeneous. The predominated usage of mobile phones, wearable devices and autonomous vehicles are examples of distributed networks which generate huge amount of data...