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

URN to cite this document:
urn:nbn:de:bvb:355-epub-537466
DOI to cite this document:
10.5283/epub.53746
Fauzi, Muhammad Ali ; Yang, Bian ; Blobel, Bernd
[img]License: Creative Commons Attribution 4.0
PDF - Published Version
(984kB)
Date of publication of this fulltext: 14 Feb 2023 14:43


Abstract

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 a central server to feed the algorithm. However, the uploaded data may contain sensitive ...

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