Adding Data Quality to Federated Learning Performance Improvement

Adding Data Quality to Federated Learning Performance Improvement

Massive data generation from Internet of Things (IoT) devices increases the demand for efficient data analysis to extract relevant and actionable insights. As a result, Federated Learning (FL) allows IoT devices to collaborate in Artificial Intelligence (AI) training models while preserving data pri...

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Bibliographic Details
Main Authors: Ernesto Gurgel Valente Neto, Solon Alves Peixoto, Valderi Reis Quietinho Leithardt, Juan Francisco de Paz Santana, Julio C. S. Dos Anjos
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Data quality
deep learning
federated learning
IoT
IID
non-IID
Online Access:https://ieeexplore.ieee.org/document/11029230/
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