Swarm Learning for decentralized and confidential clinical machine learning

Journal: Nature

Published: 2021-05-26

DOI: 10.1038/s41586-021-03583-3

Affiliations: 126

Authors: 179

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Institutions Share
University of Tübingen (Uni Tübingen), Germany 0.09
HP Inc., United States of America (USA) 0.07
University Hospital Aachen (UKA), RWTH Aachen, Germany 0.07
DZNE Site Bonn, Germany 0.05
University of Bonn (Uni Bonn), Germany 0.04
University Medical Center Schleswig-Holstein (UKSH), Germany 0.03
RWTH Aachen University (RWTH Aachen), Germany 0.03
University Hospital Tübingen (UKT), Uni Tübingen, Germany 0.03
Charité - University Medicine Berlin, Germany 0.03
University Hospital Duesseldorf (UKD), Germany 0.03
University Hospital Bonn (UKB), Uni Bonn, Germany 0.03
Hannover Medical School (MHH), Germany 0.02
Bielefeld University, Germany 0.02
Giessen University (JLU), Germany 0.02
Platform for Single Cell Genomics and Epigenomics (PRECISE), Germany 0.02
Saarland University (Saar-Uni), Germany 0.02
Technical University of Munich (TUM), Germany 0.02
University Hospital of Regensburg (UKR), Germany 0.02
National and Kapodistrian University of Athens (UOA), Greece 0.02
Dr. von Hauner Children's Hospital, LMU, Germany 0.02
Ludwig Maximilians University of Munich (LMU), Germany 0.02
Fraunhofer Institute for Cell Therapy and Immunology (IZI), Germany 0.02
Radboud University Medical Centre (Radboudumc), RU, Netherlands 0.02
European Molecular Biology Laboratory (EMBL), Germany 0.01
DZIF Partner Site Hamburg-Lübeck-Borstel-Riems, Germany 0.01
Helmholtz Zentrum München - German Research Center for Environmental Health (HMGU), Germany 0.01
University Hospital of Cologne, Germany 0.01
Helmholtz Centre for Environmental Research (UFZ), Germany 0.01
Saarland University Medical Center (UKS) / Faculty of Medicine, Saar-Uni, Germany 0.01
Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures (DSMZ), Germany 0.01
West German Genome Center (WGGC), Germany 0.01
Max Delbrück Center for Molecular Medicine (MDC), Germany 0.01
Helmholtz-Institut für RNA-basierte Infektionsforschung (HIRI), Germany 0.01
University of Cologne (UoC), Germany 0.01
HZI-MHH Centre for Individualised Infection Medicine (CiiM), Germany 0.01
DZIF Partner Site Bonn-Cologne, Germany 0.01
Jena University Hospital (UKJ), FSU, Germany 0.01
Max Planck Institute for the Science of Human History (MPI-SHH), Germany 0.01
German Cancer Research Center in the Helmholtz Association (DKFZ), Germany 0.01
Helmholtz Centre for Infection Research (HZI), Germany 0.01
National Center for Tumor Diseases Dresden (NCT Dresden), Germany 0.01
DZIF Partner Site Munich, Germany 0.01
University Medical Center Göttingen (UMG), Germany 0.01
Zentrum für Humangenetik Regensburg, Germany 0.01
DRESDEN-concept Genome Center (DcGC), Germany 0.01
University Medical Center Freiburg, Germany 0.01
University Medical Center Hamburg-Eppendorf (UKE), UHH, Germany 0.01
Helmholtz Center for Information Security (CISPA), Germany 0.01
Helmholtz Centre Potsdam - German Research Centre for Geosciences (GFZ), Germany 0.01
LOEWE Center for Synthetic Microbiology (SYNMIKRO), Germany 0.01
TUM University Hospital Klinikum rechts der Isar (MRI), Germany 0.01
TU Dresden, Germany 0.01
ZB MED - Leibniz Information Centre for Life Sciences, Germany 0.01
DZIF Partner Site Hannover-Braunschweig, Germany 0
Heidelberg University (Uni Heidelberg), Germany 0
Mesh Dynamics, Inc., India 0
German Biobank Node (bbmri.de), Germany 0
Michael Stifel Center Jena for Data-driven and Simulation Science, Germany 0
Friedrich Schiller University Jena (FSU), Germany 0
Stanford University, United States of America (USA) 0
Free University of Berlin (FU Berlin), Germany 0
Robert Koch Institute (RKI), Germany 0
Heinrich Pette Institute - Leibniz Institute for Experimental Virology (HPI), Germany 0
University Medical Center Groningen (UMCG), RUG, Netherlands 0
National Center for Tumor Diseases (NCT) Heidelberg, Germany 0
German Consortium of Translational Cancer Research (DKTK), Germany 0
Heidelberg Institute for Stem Cell Technologies and Experimental Medicine (HI-STEM gGmbH), Germany 0
University Hospital Frankfurt, GU, Germany 0