Dynamic edge association and resource allocation in self-organizing hierarchical federated learning networks

• Main Authors: Lim, Bryan Wei Yang, Ng, Jer Shyuan, Xiong, Zehui, Niyato, Dusit, Miao, Chunyan, Kim, Dong In
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Computer science and engineering; Federated Learning; Edge Intelligence
• Online Access: https://hdl.handle.net/10356/156039
• Institution: Nanyang Technological University

Federated Learning (FL) is a promising privacy-preserving distributed machine learning paradigm. However, communication inefficiency remains the key bottleneck that impedes its large-scale implementation. Recently, hierarchical FL (HFL) has been proposed in which data owners, i.e., workers, can firs...