An On-Device Federated Learning Approach for Cooperative Model Update Between Edge Devices

Most edge AI focuses on prediction tasks on resource-limited edge devices while the training is done at server machines. However, retraining or customizing a model is required at edge devices as the model is becoming outdated due to environmental changes over time. To follow such a concept drift, a...

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Bibliographic Details
Main Authors: Rei Ito, Mineto Tsukada, Hiroki Matsutani
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9467340/