Effective intrusion detection in heterogeneous Internet-of-Things networks via ensemble knowledge distillation-based federated learning

• Main Authors: Shen, Jiyuan, Yang, Wenzhuo, Chu, Zhaowei, Fan, Jiani, Niyato, Dusit, Lam, Kwok-Yan
• Other Authors: College of Computing and Data Science
• Format: Conference or Workshop Item
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; Intrusion detection system; Federated learning
• Online Access: https://hdl.handle.net/10356/180743
• Institution: Nanyang Technological University

With the rapid development of low-cost consumer electronics and cloud computing, Internet-of- Things (IoT) devices are widely adopted for supporting next-generation distributed systems such as smart cities and industrial control systems. IoT devices are often susceptible to cyber attacks due to thei...