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Comparative Analysis between Individual, Centralized, and Federated Learning for Smartwatch Based Stress Detection

Machine learning has been proven to provide good performances on stress detection tasks using multi-modal sensor data from a smartwatch. Generally, machine learning techniques need a sufficient amount of data to train a robust model. Thus, we need to collect data from several users and send them to...

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Detalles Bibliográficos
Autores principales: Fauzi, Muhammad Ali, Yang, Bian, Blobel, Bernd
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9605246/
https://www.ncbi.nlm.nih.gov/pubmed/36294724
http://dx.doi.org/10.3390/jpm12101584