Feature selection and dimensionality reduction on gene expressions. - Mahmut Kaya; Hasan Sakir Bilge; Oktay Yildiz (SIU, 2013)

Classification of pancreas tumor dataset using adaptive weighted k nearest neighbor algorithm. - Mahmut Kaya; Hasan Sakir Bilge (INISTA, 2014)

Feature weighting with Laplacian score. - Mahmut Kaya; Umut Arioz (SIU, 2015)

A hybrid feature selection approach based on statistical and wrapper methods. - Mahmut Kaya; Hasan Sakir Bilge (SIU, 2016)

Classification of TrashNet Dataset Based on Deep Learning Models. - Rahmi Arda Aral; Seref Recep Keskin; Mahmut Kaya; Murat Haciomeroglu (IEEE BigData, 2018)

Deep Metric Learning: A Survey. - Mahmut Kaya; Hasan Sakir Bilge (Symmetry, 2019)

Derin metrik öğrenme ile histopatolojik görüntülerin sınıflandırılması (Classification of histopathological images with deep metric learning) - Mahmut Kaya (2019)

A new approach for physical human activity recognition from sensor signals based on motif patterns and long-short term memory. - Fatma Kuncan; Yilmaz Kaya; Züleyha Yiner; Mahmut Kaya (Biomed. Signal Process. Control., 2022)

A New Performance Metric to Evaluate Filter Feature Selection Methods in Text Classification. - Rasim Çekik; Mahmut Kaya (J. Univers. Comput. Sci., 2024)

MCMSTStream: applying minimum spanning tree to KD-tree-based micro-clusters to define arbitrary-shaped clusters in streaming data. - Berfin Erdinç; Mahmut Kaya; Ali Senol (Neural Comput. Appl., 2024)