Device scheduling and assignment in hierarchical federated learning for Internet of Thing

• المؤلفون الرئيسيون: Zhang, Tinghao, Lam, Kwok-Yan, Zhao, Jun
• مؤلفون آخرون: College of Computing and Data Science
• التنسيق: مقال
• اللغة: English
• منشور في: 2024
• الموضوعات: Computer and Information Science; Deep reinforcement learning; Digital trust
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/176959

Federated Learning (FL) is a promising machine learning approach for Internet of Things (IoT), but it has to address network congestion problems when the population of IoT devices grows. Hierarchical FL (HFL) alleviates this issue by distributing model aggregation to multiple edge servers. Neverthel...