Federated learning in medicine: Facilitating multi‑institutional collaborations without sharing patient data

Authors

Micah J. Sheller, Intel Corporation
Brandon Edwards, Intel Corporation
G. Anthony Reina, Intel Corporation
Jason Martin, Intel Corporation
Sarthak Pati, University of Pennsylvania
Aikaterini Kotrotsou, The University of Texas MD Anderson Cancer Center
Mikhail Milchenko, Washington University School of Medicine in St. Louis
Weilin Xu, Intel Corporation
Daniel Marcus, Washington University School of Medicine in St. Louis
Rivka R. Colen, The University of Texas MD Anderson Cancer Center
Spyridon Bakas, University of Pennsylvania

Journal

Scientific Reports

Publication Date

2020

Volume

10

Issue

1

First Page

12598

Document Type

Open Access Publication

DOI

10.1038/s41598-020-69250-1

Rights and Permissions

Sheller, M. J., Edwards, B., Reina, G. A., Martin, J., Pati, S., Kotrotsou, A., . . . Bakas, S. (2020). Federated learning in medicine: Facilitating multi-institutional collaborations without sharing patient data. Scientific Reports, 10(1) doi:10.1038/s41598-020-69250-1 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

Recommended Citation

Sheller, Micah J.; Edwards, Brandon; Reina, G. Anthony; Martin, Jason; Pati, Sarthak; Kotrotsou, Aikaterini; Milchenko, Mikhail; Xu, Weilin; Marcus, Daniel; Colen, Rivka R.; and Bakas, Spyridon, "Federated learning in medicine: Facilitating multi‑institutional collaborations without sharing patient data." Scientific Reports. 10, 1. 12598 (2020).
https://digitalcommons.wustl.edu/open_access_pubs/9190