Device scheduling and bandwidth allocation for federated learning over wireless networks

• Main Authors: Zhang, Tinghao, Lam, Kwok-Yan, Zhao, Jun
• Other Authors: College of Computing and Data Science
• Format: Conference or Workshop Item
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; Training; Energy consumption
• Online Access: https://hdl.handle.net/10356/176958
• Institution: 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...