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Learning From Others Without Sacrificing Privacy: Simulation Comparing Centralized and Federated Machine Learning on Mobile Health Data

BACKGROUND: The use of wearables facilitates data collection at a previously unobtainable scale, enabling the construction of complex predictive models with the potential to improve health. However, the highly personal nature of these data requires strong privacy protection against data breaches and...

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Detalhes bibliográficos
Publicado no:JMIR Mhealth Uhealth
Main Authors: Liu, Jessica Chia, Goetz, Jack, Sen, Srijan, Tewari, Ambuj
Formato: Artigo
Idioma:Inglês
Publicado em: JMIR Publications 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC8044739/
https://ncbi.nlm.nih.gov/pubmed/33783362
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/23728
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