Device scheduling and bandwidth allocation for federated learning over wireless networks

• المؤلفون الرئيسيون: Zhang, Tinghao, Lam, Kwok-Yan, Zhao, Jun
• مؤلفون آخرون: College of Computing and Data Science
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2024
• الموضوعات: Computer and Information Science; Training; Energy consumption
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/176958
• المؤسسة: Nanyang Technological University

Federated Learning (FL) has been widely used to train shared machine learning models while addressing the privacy concerns. When deployed in wireless networks, bandwidth resources limitation is a key issue, thereby necessitating device scheduling and bandwidth allocation. It is challenging to carry...