Machine Learning Models for the Prediction of Energy Consumption Based on Cooling and Heating Loads in Internet-of-Things-Based Smart Buildings. - Bita Ghasemkhani; Reyat Yilmaz; Derya Birant; Recep Alp Kut (Symmetry, 2022)

A Novel Classification Method: Neighborhood-Based Positive Unlabeled Learning Using Decision Tree (NPULUD). - Bita Ghasemkhani; Kadriye Filiz Balbal; Kökten Ulas Birant; Derya Birant (Entropy, 2024)

Machine Learning Model Development to Predict Power Outage Duration (POD): A Case Study for Electric Utilities. - Bita Ghasemkhani; Recep Alp Kut; Reyat Yilmaz; Derya Birant; Yigit Ahmet Arikök; Tugay Eren Güzelyol; Tuna Kut (Sensors, 2024)

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)

A new machine learning method for rainfall classification: temporal random tree. - Kökten Ulas Birant; Bita Ghasemkhani; Özlem Varliklar; Derya Birant (PeerJ Comput. Sci., 2025)