Arş. Gör. Ümit Murat AKKAYA
Bilgisayar Mühendisliği

Ümit Murat AKKAYA
Telefon
(262) 605 22 33
E-Posta
umit.akkaya@gtu.edu.tr
Ofis
A2 Blok, 124
ORCID
 
Scopus ID
 
Ofis saatleri
 
Çalışma alanları
Makine Öğrenmesi, Bioinformatik, Biyomedikal Görüntü İşleme

Journal Papers:

4. Akkaya, Ü. M., Pilavtepe-Çelik, M., Kalkan, H. (2025). Convolutional Neural Network (CNN)‐Based Image Analysis for Differentiating Fresh and Frozen‐Thawed Vermilion Snapper (Rhomboplites aurorubens). Journal of Food Quality, 2025(1), 2782474.

3. Johnson, N. L., Cotelo-Larrea, A., Stetzik, L. A., Akkaya, U. M., Zhang, Z., Gadziola, M. A., ... Wesson, D. W. (2025). Dopaminergic signaling to ventral striatum neurons initiates sniffing behavior.Nature Communications,16(1), 336.

2. Akkaya, U. M., Kalkan, H. (2023). A new approach for multimodal usage of gene expression and its image representation for the detection of Alzheimer’s disease. Biomolecules, 13(11), 1563.

1. Kalkan, H., Akkaya, U. M., Inal-Gültekin, G., Sanchez-Perez, A. M. (2022). Prediction of Alzheimer’s Disease by a Novel Image-Based Representation of Gene Expression. Genes, 13(8), 1406.

Conference Papers and Book Chapters:

5. Akkaya, Ü. M. (2025). Foundations of large language models and their educational potential. In B. Bektaş Güneş (Ed.), Large language models in education: Foundations, customization, applications, and responsible use (1st ed., pp. 4–24). BIDGE Publications.

4. Ünsür, S., & Akkaya, Ü. M. (2025). Evaluation of image fusion algorithms on multi-focus source images: A comparative study. In 13th International European Congress on Advanced Studies in Basic Sciences: Proceedings book (pp. 543).

3. Akkaya, U. M., Kalkan, H., " Histopathological Image Classification with Transfer Learning," 2024 17th International Symposium on Health Informatics and Bioinformatics, İstanbul, Turkey.

2. Akkaya, U. M., Kalkan, H. (2021, October). Classification of DNA sequences with k-mers based vector representations. In 2021 Innovations in Intelligent Systems and Applications Conference (ASYU) (pp. 1-5).IEEE.

1. Ü. M. Akkaya , A. Norouzi , A. Sertbaş, Cognitive Networks, International Conference on Computer Science and Engineering (UBMK), Tekirdağ, Turkey, 2016.

Ders Kodu Ders Adı
  • Doktora: PhD. Computer Engineering, Gebze Technical University, Turkey (Present)
  • Yüksek lisans: M.S. Computer Engineering, Istanbul University, Istanbul, Turkey (2013)
  • Lisans: B.S. Computer Engineering, Istanbul University, Istanbul, Turkey (2007)