Enhancing federated learning with spectrum allocation optimization and device selection

• Main Authors: Zhang, Tinghao, Lam, Kwok-Yan, Zhao, Jun, Li, Feng, Han, Huimei, Norziana Jamil
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Electrical and electronic engineering::Wireless communication systems; Federated Learning; Spectrum Allocation Optimization
• Online Access: https://hdl.handle.net/10356/168030
• Institution: Nanyang Technological University

Machine learning (ML) is a widely accepted means for supporting customized services for mobile devices and applications. Federated Learning (FL), which is a promising approach to implement machine learning while addressing data privacy concerns, typically involves a large number of wireless mobile d...