Publications

Journal Papers

  1. S. F. Tekin, A. Fazla, S. S. Kozat, “Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms”, IEEE Transactions on Geoscience and Remote Sensing, 2024.
    Available: https://arxiv.org/abs/2102.00696
    Code: https://github.com/sftekin/spatio-temporal-weather-forecasting

  2. A. Fazla, M. E. Aydin, S. S. Kozat, “Time-Aware and Context-Sensitive Ensemble Learning for Sequential Data”, IEEE Transactions on Artificial Intelligence, 2023.
    Available: https://doi.org/10.1109/TAI.2023.3319308
    Code: https://github.com/ardafazla/context-time-aware-ensemble

  3. M. E. Aydin, A. Fazla, S. S. Kozat, “Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization”, arXiv preprint arXiv:2309.10553, 2023.
    Available: https://arxiv.org/abs/2309.10553
    Code: https://github.com/mustafaaydn/lstm-sx

  4. A. Fazla, M. E. Aydin, S. S. Kozat, “Joint Optimization of Linear and Nonlinear Models for Sequential Regression”, Digital Signal Processing, Elsevier, 2022.
    Available: https://doi.org/10.1016/j.dsp.2022.103802
    Code: https://github.com/ardafazla/jointoptimization

Conference Papers

  1. K. G. Ince, A. Koksal, A. Fazla, A. A. Alatan, “Semi-Automatic Annotation for Object Detection”, Proceedings of the IEEE/CVF International Conference on Computer Vision, 1233-1239, 2021.
    Available: https://doi.org/10.1109/ICCVW54120.2021.00143