2021-05-26Zeitschriftenartikel
Swarm Learning for decentralized and confidential clinical machine learning
Warnat-Herresthal, Stefanie; Schultze, Hartmut; Shastry, Krishnaprasad Lingadahalli; Manamohan, Sathyanarayanan; Mukherjee, Saikat; Garg, Vishesh; Sarveswara, Ravi; Händler, Kristian; Pickkers, Peter; Aziz, N. Ahmad; Ktena, Sofia; Tran, Florian; Bitzer, Michael; Ossowski, Stephan; Casadei, Nicolas; Herr, Christian; Petersheim, Daniel; Behrends, Uta; Kern, Fabian; Fehlmann, Tobias; Schommers, Philipp; Lehmann, Clara; Augustin, Max; Rybniker, Jan; Altmüller, Janine; Mishra, Neha; Bernardes, Joana P.; Krämer, Benjamin; Bonaguro, Lorenzo; Schulte-Schrepping, Jonas; de Domenico, Elena; Siever, Christian; Kraut, Michael; Desai, Milind; Monnet, Bruno; Saridaki, Maria; Siegel, Charles Martin; Drews, Anna; Nuesch-Germano, Melanie; Theis, Heidi; Heyckendorf, Jan; Schreiber, Stefan; Kim-Hellmuth, Sarah; COVID-19 Aachen Study (COVAS); Nattermann, Jacb; Skowasch, Dirk; Kurth, Ingo; Keller, Andreas; Bals, Robert; Nürnberg, Peter; Rieß, Olaf; Rosenstiel, Philip; Netea, Mihai G.; Theis, Fabian; Mukherjee, Sach; Backes, Michael; Aschenbrenner, Anna C.; Ulas, Thomas; Deutsche COVID-19 Omics Initiative (DeCOI); Breteler, Monique M.B.; Giamarellos-Bouboulis, Evangelos J.; Kox, Matthijs; Becker, Matthias; Cheran, Sorin; Woodcare, Michael S.; Goh, Eng Lim; Schultze, Joachim L.
Fast and reliable detection of patients with severe and heterogeneous illnesses is a major goal of precision medicine1,2. Patients with leukaemia can be identified using machine learning on the basis of their blood ...