Personalized Federated Learning Algorithm with Adaptive Clustering for Non-IID IoT Data Incorporating Multi-Task Learning and Neural Network Model Characteristics

Personalized Federated Learning Algorithm with Adaptive Clustering for Non-IID IoT Data Incorporating Multi-Task Learning and Neural Network Model Characteristics

The proliferation of IoT devices has led to an unprecedented integration of machine learning techniques, raising concerns about data privacy. To address these concerns, federated learning has been introduced. However, practical implementations face challenges, including communication costs, data and...

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Bibliographic Details
Main Authors: Hua-Yang Hsu, Kay Hooi Keoy, Jun-Ru Chen, Han-Chieh Chao, Chin-Feng Lai
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Sensors
Subjects:
Non-IID IoT data
adaptive clustering
personalized federated learning
Online Access:https://www.mdpi.com/1424-8220/23/22/9016

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