JOURNAL PAPERS
D. Soydaner, J. Wagemans (2024). Multi-task convolutional neural network for image aesthetic assessment, IEEE Access, 12, 4716-4729.
H. Bahtiyar, D. Soydaner, E. Yüksel (2022). Application of Multilayer Perceptron with Data Augmentation in Nuclear Physics, Applied Soft Computing, 128, 109470.
D. Soydaner (2022). Attention Mechanism in Neural Networks: Where it Comes and Where it Goes, Neural Computing and Applications, 34, 13371-13385.
E. Yüksel, D. Soydaner, H. Bahtiyar (2021). Nuclear Binding Energy Predictions Using Neural Networks: Application of the Multilayer Perceptron, International Journal of Modern Physics E, 30(3), 2150017.
D. Soydaner (2020). Hyper Autoencoders, Neural Processing Letters, 52, 1395-1413.
D. Soydaner (2020). A Comparison of Optimization Algorithms for Deep Learning, International Journal of Pattern Recognition and Artificial Intelligence, 34(13), 2052013.
D. Soydaner (2019). Rolling in the Deep Convolutional Neural Networks, International Journal of Intelligent Systems and Applications in Engineering, 7(4), 222-226.
D. Soydaner, O. Kocadagli (2015). Artificial Neural Networks with Gradient Learning Algorithm for Credit Scoring, Journal of the School of Business Administration, Istanbul University, 44(2), 3-12.
CONFERENCE ABSTRACTS
D. Soydaner, J. Wagemans (2022). A multi-task learning approach based on convolutional neural networks for image aesthetic evaluation, European Conference on Visual Perception (ECVP), August 28 - September 1, Nijmegen, The Netherlands.
A-S Maerten, D. Soydaner (2022). Art and Machines: A tutorial on AI generated art, The Visual Science of Art Conference (VSAC), August 24-27, Amsterdam, The Netherlands.
J. Wagemans, I. De Vlieghe, C. Bossens, D. Soydaner, C. Damiano, & E. Van Geert (2022). Art Forms in Nature: Perceptual and aesthetic properties of Ernst Haechel's Drawings of New Species, TeaP, March 20-23, Cologne, Germany.
D. Soydaner, N. Cinemre (2018). Deep Inside the Generative Adversarial Networks, 19th International Symposium on Econometrics, Operations Research and Statistics, October 17-20, Antalya, Turkey.
D. Soydaner (2017). Deep Learning Optimization Algorithms for Image Recognition, 10th International Statistics Congress, December 6-8, Ankara, Turkey.
D. Soydaner, O. Kocadagli (2015). A Hybrid Artificial Neural Network Approach Based Information Criteria for Credit Scoring, 27th European Conference on Operational Research, July 12-15, Glasgow, Scotland, UK.
D. Soydaner (2014). A Hybrid Artificial Neural Network Approach for the Credit Scoring, Young Statisticians' Meeting, July 3-4, Bristol, UK.