Dr. Oya Deniz Beyan
Contact Information
Address: |
Lehrstuhl Informatik 5 6235, 2nd floor, building: E2 Ahornstr. 55 52056 Aachen DE |
Phone: | +49 241 80 21512 |
Fax: | +49 241 80 22321 |
Email: | beyan@dbis.rwth-aachen.de |
Online Presence
Website: | http://oyabeyan.info |
Dr. Beyan is a postdoctoral researcher at RWTH Aachen University Informatik 5 Department and at Fraunhofer Institute for Applied Information Technology. Dr. Beyan conducts research related to data reusability and FAIR data management, distributed analytics on sensitive data, and data-driven transformation in medicine.
Projects
Completed Projects
Current Teaching
Past Teaching
- Data Driven Medicine (WS 20/21)
- Methods for Data Reusability (WS 20/21)
- Knowledge Graphs Praktikum (WS 20/21)
- Methods for Data Reusability (WS 19/20)
- Knowledge Graphs Praktikum (SS 19)
- Methods for Data Reusability (WS 18/19)
- Data Driven Medicine (WS 18/19)
- Data Driven Medicine (WS 18/19)
- Knowledge Graphs Praktikum (SS 18)
Theses
- A Blockchain Enabled Fast Consensus Mechanism in Federal Learning (Open)
- Trust Mechanism against Poisoning Attacks in Federated Learning (Open)
- A Conceptual Framework Towards Application-specific Presentation Views on Knowledge Organization Systems (Running)
- A containerisation pipeline for distributed analytics algorithms: The algorithm assembly line (Running)
- Data Curation for Model Training using Representation Learning and Feature Embeddings (Running)
- Developing Data Quality Metrics for Power System Modeling (Running)
- A web-tool for a Distributed Analytics platform (2020)
- Unsupervised Anomaly Detection in Medical Time Series Data (2019)
- Deep Learning-based Knee Osteoarthritis Diagnosis from Radiographs and Magnetic Resonance Images (2019)
- Classification of Cancer with methylation aware motifs (2019)
- Design and Implementation of an adaptable visual query tool for graph based health data (2019)
- Developing a machine-actionable process model for ethical approval workflows (2019)
- Arden Syntax in Use of Data Analysis Pipelines - Development of a DSL Based on the Arden Syntax, supporting recruitment for clinical trails (2019)
- Patterns zur Integration regel- und prozessbasierter Modellkomponenten bei der Operationalisierung klinischer Leitlinien (2019)
- An Explainable and Fully Automated Localization and Semantic Segmentation Technique for Biomedical Imaging (2019)
Publications
-
Lars Gleim, Md. Rezaul Karim, Lukas Zimmermann, Oliver Kohlbacher, Holger Stenzhorn, Stefan Decker, Oya Beyan
Published in Journal of Biomedical Semantics volume 11, Article number: 6 (2020)
-
Deep learning-based clustering approaches for bioinformatics
Published in Briefings in Bioinformatics
-
Juliane Fluck, Iris Pigeot, Birte Lindstädt, Thomas Gübitz, Hajo Zeeb, Wolfgang Ahrens, Markus Löffler, Oana Brosteanu, Ulrich Lang, Constanze Curdt, Sebastian [Claudius] Semler, Oya Beyan, Hubertus Neuhausen, Jens Dierkes, Ulrich Sax, Harald Kusch, Henriette Senst, Thilo Muth, Sylvia Thun, Dietrich Kaiser, Jochen Dress, Wolfgang Müller, Martin Golebiewski
Published in Deutsche Gesellschaft für Medizinische Informatik, Biometrie und Epidemiologie. 64. Jahrestagung der Deutschen Gesellschaft für Medizinische Informatik, Biometrie und Epidemiologie e.V. (GMDS)
-
Md. Rezaul Karim, Md Ashiqur Rahman, Joao Bosco Jares, Stefan Decker, Oya Beyan
Published in Neural Computing and Applications
-
Oya Beyan, Ananya Choudry, Johan van Soest, Oliver Kohlbacher, Lukas Zimmermann, Holger Stenzhorn, Md. Rezaul Karim, Michel Dumontier, Stefan Decker, Luiz Olavo Bonino da Silva Santos, Andre Dekker
Published in Data Intelligence
-
Binh-Phi Nguyen, Thomas Reese, Stefan Decker, Daniel C. Malone, Richard D. Boyce, Oya Beyan
-
Peter McQuilton, Dominique Batista, Oya Beyan, Ramon Granell, Simon Coles, Massimiliano Izzo, Allyson L. Lister, Robert Pergl, Philippe Rocca-Serra, Ben Schaap, Hugh Shanahan, Milo Thurston, Susanna-Assunta Sansone
Published in Data Intelligence
-
Md. Rezaul Karim, Galih Wicaksono, Ivan G. Costo, Stefan Decker, Oya Beyan
Published in IEEE Access
-
Md. Rezaul Karim, Michael Cochez, Joao Bosco Jares, Mumtaz Uddin, Oya Beyan, Stefan Decker
-
Matthias Löbe, Oya Beyan, Sebastian Stäubert, Frank Meineke, Danny Ammon, Alfred Winter, Stefan Decker, Markus Löffler, Toralf Kirsten
Published in Stud Health Technol Inform