Adaptive Federated Learning With Non-IID Data

• Published in: Computer journal Vol. 66; no. 11; pp. 2758 - 2772
• Main Authors: Zeng, Yan, Mu, Yuankai, Yuan, Junfeng, Teng, Siyuan, Zhang, Jilin, Wan, Jian, Ren, Yongjian, Zhang, Yunquan
• Format: Journal Article
• Language: English
• Published: Oxford University Press 14.11.2023
• Subjects: Model Aggregation; Federated Learning; Non-IID

Abstract With the widespread use of Internet of things(IoT) devices, it generates an enormous volume of data, and it is a challenge to mine the IoT data value while ensuring security and privacy. Federated learning is a decentralized approach for training data located on edge devices, such as mobile...