Published on in Vol 9, No 3 (2021): March

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/23728, first published .
Learning From Others Without Sacrificing Privacy: Simulation Comparing Centralized and Federated Machine Learning on Mobile Health Data

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

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

Jessica Chia Liu   1 , MA ;   Jack Goetz   1 , PhD ;   Srijan Sen   2, 3 , MD, PhD ;   Ambuj Tewari   1 , PhD

1 Department of Statistics, University of Michigan, Ann Arbor, MI, United States

2 Molecular and Behavioral Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States

3 Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States

Corresponding Author:

  • Jessica Chia Liu, MA
  • Department of Statistics
  • University of Michigan
  • 1085 South University Ave
  • Ann Arbor, MI, 48109
  • United States
  • Phone: 1 7346474820
  • Email: liujess@umich.edu