2022
Sascha Welten, Yongli Mou, Laurenz Neumann, Mehrshad Jaberansary, Yeliz Ucer Yediel, Toralf Kirsten, Stefan Decker, Oya Beyan; Privacy-Preserving Distributed Analytics Platform for Health Care Data. Methods of Information in Medicine 2022; (DOI: 10.1055/s-0041-1740564)
2021
Sascha Welten, Laurenz Neumann, Yeliz Ucer Yediel, Luiz Olavo Bonino da Silva Santos, Stefan Decker, Oya Beyan; DAMS: A Distributed Analytics Metadata Schema. Data Intelligence 2021; (DOI: https://doi.org/10.1162/dint_a_00100)
Hochheiser H, Jing X, Garcia EA, Ayvaz S, Sahay R, Dumontier M, Banda JM, Beyan O, Brochhausen M, Draper E, Habiel S, Hassanzadeh O, Herrero-Zazo M, Hocum B, Horn J, LeBaron B, Malone DC, Nytrø Ø, Reese T, Romagnoli K, Schneider J, Zhang L(Y), Boyce RD. A Minimal Information Model for Potential Drug-Drug Interactions. Front. Pharmacol. (2021), 11:608068. doi: 10.3389/fphar.2020.608068.
Karim MdR, Jiao J, Döhmen T, Cochez M, Beyan O, Rebholz-Schuhmann D, Decker S. DeepKneeExplainer: Explainable Knee Osteoarthritis Diagnosis from Radiographs and Magnetic Resonance Imaging. (2021) IEEE Access. DOI: 10.1109/ACCESS.2021.3062493.
2020
Gleim LC, Karim MdR, Zimmermann L, Kohlbacher O, Stenzhorn H, Decker S, Beyan O. Enabling Ad-hoc Reuse of Private Data Repositories through Schema Extraction. Journal of Biomedical Semantics. 11, 6 (2020). https://doi.org/10.1186/s13326-020-00223-z.
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. 2020 May;PP. DOI: 10.1109/tcbb.2020.2994649.
Bukowski M, Farkas R, Beyan O, Moll L, Hahn H, Kiessling F, Schmitz-Rode T. Implementation of eHealth and AI integrated diagnostics with multidisciplinary digitized data: are we ready from an international perspective? European Radiology (2020). https://doi.org/10.1007/s00330-020-06874-x.
Karim MdR, Beyan O, Zappa A, Costa IG, Rebholz-Schuhmann D, Cochez M, Decker S. Deep Learning-based Clustering Approaches for Bioinformatics. Briefings in Bioinformatics. bbz170. Published: 02 February 2020. doi: 10.1093/bib/bbz170.
McQuilton P, Batista D, Beyan O, Granell R, Coles S, Izzo M, Lister AL, Pergl R, Rocca-Serra P, Schaap B, Shanahan H, Thurston M, Sansone SA. Helping the consumers and producers of standards, repositories and policies to enable FAIR data. Data Intelligence. 2 (2020), 151–157. doi: 10.1162/dint_a_00037.
Beyan O, Choudhury A, van Soest J, Kohlbacher O, Zimmermann L, Stenzhorn H, Karim MdR, Dumontier M, Decker S, Bonino da Silva Santos LO, Dekker A. Distributed Analytics on Sensitive Medical Data: The Personal Health Train. Data Intelligence. 2 (2020), 96–107. doi: 10.1162/dint_a_00032.