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Publikationen

Welten S, Mou Y, Neumann L, Jaberansary M, Ucer Yediel Y, Kirsten T, Decker S, Beyan O. (2022). A Privacy-Preserving Distributed Analytics Platform for Health Care Data. Methods of Information in Medicine. doi: 10.1055/s-0041-1740564.

Christoforaki M, Beyan O. AI Ethics—A Bird’s Eye View. Applied Science. 2022, 12, 4130. doi: 10.3390/app12094130

Welten S, Hempel L, Abedi M, Mou Y, Jaberansary M, Neumann L, Weber S, Tahar K, Ucer Yediel Y, Löbe M,  Decker S, Beyan O, Kirsten T. Multi-Institutional Breast Cancer Detection Using a Secure On-Boarding Service for Distributed Analytics. Applied Science. 2022, 12, 4336. doi: 10.3390/app12094336.

Karim MdR, Cochez M, Zappa A, Sahay R, Rebholz-Schuhmann D, Beyan O, Decker S. Convolutional Embedded Networks for Population Scale Clustering and Bio-ancestry Inferencing. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 2022 Jan;19 (1):369-382. doi: 10.1109/tcbb.2020.2994649.

Fluck J, Lindstädt B, Ahrens W, Beyan O, Buchner B, Darms J, Depping R, Dierkes J, Neuhausen H, Müller W, Zeeb H, Golebiewski M, Löffler M, Löbe M, Meineke F, Klammt S, Fröhlich H, Hahn H, Schulze M, Pischon T, Nöthlings U, Sax U, Kusch H, Grabenhenrich L, Schmidt CO, Waltemath D, Semler S, Gehrke J, Kirsten T, Praßer F, Thun S, Wieler L, Pigeot I. 2021. NFDI4Health – Nationale Forschungsdateninfrastruktur für Personenbezogene GesundheitsdatenBausteine Forschungsdatenmanagement. Nr. 2 (Juli). German:72-85. doi: 10.17192/bfdm.2021.2.8331.

Welten S, Neumann L, Ucer Yediel Y, da Silva Santos LOB, Decker S, Beyan ODAMS: A Distributed Analytics Metadata Schema. Data Intelligence 1–17. May 12 2021. https://doi.org/10.1162/dint_a_00100.

Mou Y, Geng J, Welten S, Rong C, Decker S, Beyan O. Optimized Federated Learning on Class-Biased Distributed Data Sources. International Workshops of ECML PKDD 2021 (Virtual Event). September 13-17, 2021. In: Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Proceedings, Part I / edited by Michael Kamp, Irena Koprinska, Adrien Bibal [u.a.] Page(s)/Article-Nr.: 146-158.