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

• Váldodahkkit: Liu, Jessica Chia (Dahkki), Goetz, Jack (Dahkki), Sen, Srijan (Dahkki), Tewari, Ambuj (Dahkki)
• Materiálatiipa: Girji
• Almmustuhtton: JMIR Publications, 2021-03-01T00:00:00Z.
• Fáttát: article
• Liŋkkat: Connect to this object online.

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...