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DWFed: A statistical- heterogeneity-based dynamic weighted model aggregation algorithm for federated learning

Federated Learning is a distributed machine learning framework that aims to train a global shared model while keeping their data locally, and previous researches have empirically proven the ideal performance of federated learning methods. However, recent researches found the challenge of statistical...

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Detalles Bibliográficos
Autores principales: Chen, Aiguo, Fu, Yang, Wang, Lingfu, Duan, Guiduo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730797/
https://www.ncbi.nlm.nih.gov/pubmed/36506819
http://dx.doi.org/10.3389/fnbot.2022.1041553