Recent methodological advances in federated learning for healthcare.

Jacobus Preller

Fan Zhang Daniel Kreuter Yichen Chen Sören Dittmer Samuel Tull Tolou Shadbahr Martijn Schut Folkert W. Asselbergs Sujoy Kar Suthesh Sivapalaratnam Sophie Williams Mickey Koh Yvonne Henskens Bart de Wit Umberto D'alessandro Bubacarr Bah Ousman Secka Parashkev Nachev Rajeev Gupta Sara Trompeter Nancy Boeckx Christine van Laer Gordon A. Awandare Kwabena Sarpong Lucas Amenga-Etego Mathie P. G. Leers Mirelle Huijskens Samuel McDermott Willem H. Ouwehand Jacobus Preller James H. F. Rudd John A. D. Aston Carola-Bibiane Schönlieb Nicholas S. Gleadall Michael Roberts Recent methodological advances in federated learning for healthcare. 101006 2024 5 Patterns 6 https://doi.org/10.1016/j.patter.2024.101006 db/journals/patterns/patterns5.html#ZhangKCDTSSAKSWKHWDBSNGTBLASAL24

Sören Dittmer Michael Roberts Julian D. Gilbey Ander Biguri Ian Selby Anna Breger Matthew Thorpe Jonathan R. Weir-McCall Effrossyni Gkrania-Klotsas Anna Korhonen Emily R. Jefferson Georg Langs Guang Yang 0006 Helmut Prosch Jan Stanczuk Jing Tang 0002 Judith Babar Lorena Escudero Sanchez Philip Teare Mishal Patel Marcel Wassin Markus Holzer 0003 Nicholas Walton Pietro Lió Tolou Shadbahr Evis Sala Jacobus Preller James H. F. Rudd John A. D. Aston Carola-Bibiane Schönlieb Navigating the development challenges in creating complex data systems. 681-686 2023 July 5 Nat. Mac. Intell. 7 https://doi.org/10.1038/s42256-023-00665-x db/journals/natmi/natmi5.html#DittmerRGBSBTWGKJLYPSTBSTPWHWLSSP23

Daniel Kreuter Samuel Tull Julian D. Gilbey Jacobus Preller BloodCounts Consortium John A. D. Aston James H. F. Rudd Suthesh Sivapalaratnam Carola-Bibiane Schönlieb Nicholas S. Gleadall Michael Roberts Dis-AE: Multi-domain & Multi-task Generalisation on Real-World Clinical Data. 2023 abs/2306.09177 CoRR https://doi.org/10.48550/arXiv.2306.09177 db/journals/corr/corr2306.html#abs-2306-09177

Sören Dittmer Michael Roberts Jacobus Preller AIX-COVNET Collaboration James H. F. Rudd John A. D. Aston Carola-Bibiane Schönlieb Reinterpreting survival analysis in the universal approximator age. 2023 abs/2307.13579 CoRR https://doi.org/10.48550/arXiv.2307.13579 db/journals/corr/corr2307.html#abs-2307-13579

Fan Zhang Daniel Kreuter Yichen Chen Sören Dittmer Samuel Tull Tolou Shadbahr BloodCounts Collaboration Jacobus Preller James H. F. Rudd John A. D. Aston Carola-Bibiane Schönlieb Nicholas S. Gleadall Michael Roberts Recent Methodological Advances in Federated Learning for Healthcare. 2023 abs/2310.02874 CoRR https://doi.org/10.48550/arXiv.2310.02874 db/journals/corr/corr2310.html#abs-2310-02874

Sören Dittmer Michael Roberts Julian D. Gilbey Ander Biguri AIX-COVNET Collaboration Jacobus Preller James H. F. Rudd John A. D. Aston Carola-Bibiane Schönlieb Navigating the challenges in creating complex data systems: a development philosophy. 2022 abs/2210.13191 CoRR https://doi.org/10.48550/arXiv.2210.13191 db/journals/corr/corr2210.html#abs-2210-13191

Lucas Amenga-Etego Folkert W. Asselbergs John A. D. Aston Gordon A. Awandare Judith Babar Bubacarr Bah Ander Biguri Nancy Boeckx Anna Breger Yichen Chen AIX-COVNET Collaboration BloodCounts Collaboration BloodCounts Consortium Umberto D'alessandro Sören Dittmer Julian D. Gilbey Effrossyni Gkrania-Klotsas Nicholas S. Gleadall Rajeev Gupta Yvonne Henskens Markus Holzer 0003 Mirelle Huijskens Emily R. Jefferson Sujoy Kar Mickey Koh Anna Korhonen Daniel Kreuter Christine van Laer Georg Langs Mathie P. G. Leers Pietro LiòPietro Lió Samuel McDermott Parashkev Nachev Willem H. Ouwehand Mishal Patel Helmut Prosch Michael Roberts James H. F. Rudd Evis Sala Lorena Escudero Sanchez Kwabena Sarpong Carola-Bibiane Schönlieb Martijn Schut Ousman Secka Ian Selby Tolou Shadbahr Suthesh Sivapalaratnam Jan Stanczuk Jing Tang 0002 Philip Teare Matthew Thorpe Sara Trompeter Samuel Tull Nicholas Walton Marcel Wassin Jonathan R. Weir-McCall Sophie Williams Bart de Wit Guang Yang 0006 Fan Zhang