Personal profile
Biography
Dr. Ayse Keles is a Marie Sklodowska-Curie Actions (MSCA) Postdoctoral Fellow at the School of Computer Science, University of Galway, and at ADAPT Research Centre. Her research is supported by the MSCA grant agreement No. 101152004 (Project: DL-I-PBraTSC) under the European Union’s Horizon 2020 research and innovation program.
Dr. Ayse has a strong background Big data Analytics, Machine Learning, particularly in the field of health informatics. She has held several key positions in Türkiye’s Ministry of Health, contributing significantly to the development of the national health data warehouse, including the National Health System. As a Decision Support Systems Specialist and Software Project Manager, she played a pivotal role in major national projects, including the Additional Payment E-Payroll Service (EKOBS), which served over 340,000 healthcare workers. Throughout her career, she has actively taught courses on Big Data Analytics, Database Management Systems, and Information Systems in Healthcare at universities in Türkiye.
Ayse obtained her PhD thesis in Computer Science in in Computer Science in Ankara Yildirim Beyazit University Graduate School of Natural Sciences. Her PhD topic was "Cerebrospinal Fluid Flow Segmentation And Feature Extraction Of Phase Contrast Mri Using Deep Learning Technique".
Related documents
Education/Academic qualification
M.Sc., Ph.D.
External positions
Ankara Medipol University
20 Feb 2024 → 31 Aug 2024
Ministry of Health
1 Jul 2005 → 1 Feb 2024
Keywords
- QA76 Computer software
- Machine Learning
- eXplainable AI
- Generative AI
- Medical Image Proessing
- MRI
- Clinical Decision Support Systems
- Databases
- Brain Tumor
- Omic Data
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
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SDG 9 Industry, Innovation, and Infrastructure
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Collaborations and top research areas from the last five years
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Advances in disease detection through retinal imaging: A systematic review
Bilal, H., Keles, A. & Bendechache, M., Aug 2025, In: Computers in Biology and Medicine.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
4 Citations (Scopus) -
ALL diagnosis: can efficiency and transparency coexist? An explainble deep learning approach
Muhammad, D., Salman, M., Keles, A. & Bendechache, M., 14 Apr 2025, In: Scientific Reports. 15, 1, p. 12812Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
12 Citations (Scopus) -
Decoding pulsatile patterns of cerebrospinal fluid dynamics through enhancing interpretability in machine learning
Keles, A., Ozisik, P. A., Algin, O., Celebi, F. V. & Bendechache, M., 2024, In: Scientific Reports. 14, 1, p. 17854 1 p.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
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Towards Explainable Deep Learning in Oncology: Integrating EfficientNet-B7 with XAI techniques for Acute Lymphoblastic Leukaemia
Muhammad, D., Keles, A. & Bendechache, M., 2024, In: CEUR Workshop Proceedings. 3831Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
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Segmentation of Spinal Subarachnoid Lumen with 3D Attention U-Net
Keles, A., Algin, O., Ozisik, P. A., Sen, B. & Celebi, F. V., 2023, In: Journal of Mechanics in Medicine and Biology. 23, 4Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
3 Citations (Scopus)
Activities
- 4 Participating in a conference, workshop, ...
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49th IEEE International Conference on Computers, Software, and Applications (COMPSAC 2025)
Keles, A. (Conference Organising Committee Chairperson), Bendechache, M. (Conference Organising Committee Chairperson), Ranjbarzadeh, R. (Conference Organising Committee Chairperson) & Anari, S. (Conference Organising Committee Chairperson)
8 Jul 2025Activity: Participating in or organising an event › Participating in a conference, workshop, ...
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26th Irish Machine Vision and Image Processing Conference, IMVIP 2024
Keles, A. (Keynote Address)
8 Dec 2024Activity: Participating in or organising an event › Participating in a conference, workshop, ...
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12th European Workshop on Visual Information Processing, EUVIP 2024
Keles, A. (Oral Presentation)
11 Sep 2024Activity: Participating in or organising an event › Participating in a conference, workshop, ...
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25th Irish Machine Vision and Image Processing Conference
Keles, A. (Oral Presentation)
30 Aug 2023Activity: Participating in or organising an event › Participating in a conference, workshop, ...