Optimization strategies for federated learning

• Main Author: Zhang, Tinghao
• Other Authors: Lam Kwok Yan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science
• Online Access: https://hdl.handle.net/10356/182243
• Institution: Nanyang Technological University

Federated Learning (FL) has emerged as a prominent approach for training collaborative machine learning models within wireless communication networks. FL offers significant privacy advantages since sensitive data remains on the devices to reduce the risk of data breaches. Additionally, FL can improv...