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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Bibliographic Details
Main Authors: Muhammad Ali Fauzi, Bian Yang, Bernd Blobel
Format: Article
Language:English
Published: MDPI AG 2022-09-01
Series:Journal of Personalized Medicine
Subjects:
Online Access:https://www.mdpi.com/2075-4426/12/10/1584