Swarm Learning for decentralized and confidential clinical machine learning – Nature.com

Swarm Learning for decentralized and confidential clinical machine learning – Nature.com

  • The idea was conceived by H.S., K.L.S., E.L.G., and J.L.S. Subprojects and clinical studies were directed by H.S., K.L.S., K.H., M. Bitzer, J.R., S.K.-H., J.N., I.K., A.K., R.B., P.N., O.R., P.R., M.M.B.B., M. Becker, and J.L.S. The conceptualization was performed by S.W.-H., H.S., K.L.S., M. Becker, S.C., M.S.W., E.L.G., and J.L.S. Direction of the clinical programs, collection of clinical information and patient diagnostics were done by P.P., N.A.A., S.K., F.T., M. Bitzer, C.H., D.P., U.B., F.K., T.F., P.S., C.L., M.A., J.R., B.K., M.S., J.H., S.S., S.K.-H., J.N., D.S., I.K., A.K., R.B., M.G.N., M.M.B.B., E.J.G.-B, and M.K. Patient samples were provided by P.P., N.A.A., S.K., F.T., M. Bitzer, S.O., N.C., C.H., D.P., U.B., F.K., T.F., P.S, C.L., M.A., J.R., B.K., M.S., J.H., S.S., S.K.-H., J.N., D.S., I.K., A.K., R.B., M.G.N., M.M.B.B., E.J.G.-B, and M.K. Laboratory experiments were performed by K.H., S.O., N.C., J.A., L.B., J.S.-S., E.D.D., M.K., and H.T. Primary data analysis and data QC were provided by S.W.-H., K.H., S.O., N.C., J.A., N.M., J.P.B., L.B., J.S.-S., E.D.D., M.N.-G., A.K., P.N., O.R., P.R., T.U., M. Becker, and J.L.S. Programming and coding for the current project were done by S.W.-H., Saikat Mukherjee, V.G., R.S., C.S., M.D., C.M.S., and M. Becker. The Swarm Learning environment was developed by S. Manamohan, Saikat Mukherjee, V.G., R.S., M.D., B.M., S.C., M.S.W., and E.L.G. Statistics and machine learning were done by S.W.-H., Saikat Mukherjee, V.G., R.S., M.D., F.T., Sach Mukherjee, S.C., E.L.G., and J.L.S. Data privacy and confidentiality concepts were developed by H.S., K.L.S., M. Backes, E.L.G., and J.L.S. Data interpretation was done by S.W.-H., H.S., Saikat Mukherjee, A.C.A., M. Becker, and J.L.S. Data were visualized by S.W.-H., H.S., M. Becker, and J.L.S. The original draft was written by S.W.-H., H.S., K.L.S., A.C.A., M. Becker, and J.L.S. Writing, reviewing and editing of revisions was done by S.W.-H., H.S., K.L.S., A.C.A., M.M.B.B., M. Becker, E.L.G., and J.L.S. Project management and administration were performed by H.S., K.L.S., A.D., A.C.A., M. Becker, and J.L.S. Funding was acquired by H.S., S.K., D.P., M.A., J.R., S.K.-H., J.N., A.K., R.B., P.N., O.R., P.R., M.G.N., F.T., E.J.G.-B, M.B., S.C., and J.L.S. All authors commented on the manuscript.

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