Comparison of Image-Based and Text-Based Source Code Classification Using Deep Learning. - Elife Öztürk Kiyak; Ayse Betul Cengiz; Kökten Ulas Birant; Derya Birant (SN Comput. Sci., 2020)

Multi-view learning for software defect prediction. - Elife Öztürk Kiyak; Derya Birant; Kökten Ulas Birant (e Informatica Softw. Eng. J., 2021)

An improved version of multi-view k-nearest neighbors (MVKNN) for multiple view learning. - Elife Öztürk Kiyak; Derya Birant; Kökten Ulas Birant (Turkish J. Electr. Eng. Comput. Sci., 2021)

Application of data mining techniques in software engineering (Yazılım mühendisliğinde veri madenciliği tekniklerinin uygulanması) - Elife Öztürk Kiyak (2023)

Joint Tomek Links (JTL): An Innovative Approach to Noise Reduction for Enhanced Classification Performance. - Göksu Tüysüzoglu; Yunus Dogan; Elife Öztürk Kiyak; Mustafa Ersahin; Bita Ghasemkhani; Kökten Ulas Birant; Derya Birant (IEEE Access, 2025)