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

BackgroundThe 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 t...

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Autores principales: Liu, Jessica Chia (Autor), Goetz, Jack (Autor), Sen, Srijan (Autor), Tewari, Ambuj (Autor)
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Publicado: JMIR Publications, 2021-03-01T00:00:00Z.
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