• Projelerde Yaptığı Görevler
• 1 Yazılım Projelerindeki Kod Yorum Satırı Klonlarının Evrimsel Derin Ögrenme Ile Tespiti, Tübitak 1002, ÖZTÜRK Muhammed Maruf, Horasan Fahrettin , Hanaylı Mehmet Can, 15.10.2022 - 15.10.2023 (ULUSAL)
• 2 Çoklu-Robot Koordinasyon Yöntemiyle Deprem Göçüklerinde Yaralı Konum Tespiti, Diğer kamu kuruluşları (Yükseköğretim Kurumları hariç), ÖZTÜRK Muhammed Maruf, YİĞİT Tuncay, Üncü İsmail Serkan, YÜKSEL Asım Sinan, GÖKÇE Fatih, ERSOY Mevlüt, KILINÇARSLAN Şemsettin, DOLMAZ Mustafa Nuri, KOYUN Arif, ÇANKAYA Şadi Fuat, 15.12.2018 - 23.10.2021 (ULUSAL)

• Uluslararası Hakemli Dergilerde Yayımlanan Makaleler
• 1 ÖZTÜRK Muhammed Maruf, Tuning parameters of Apache Spark with Gauss–Pareto-based multi-objective optimization. Knowledge and Information Systems, 66(2), , 1065-1090. Doi: 10.1007/s10115-023-02032-z, (2024), (SCI-Expanded)
• 2 ÖZTÜRK Muhammed Maruf, MFRLMO: Model-free reinforcement learning for multi-objective optimization of apache spark. EAIEndorsedTransactionson Scalable Information Systems, 11(5), , 1-15. Doi: 10.4108/eetsis.4764, (2024), (ESCI: Emerging Sources Citation Index)
• 3 ÖZTÜRK Muhammed Maruf, A cosine similarity-based labeling technique for vulnerability type detection using source codes. Computers & Security , 1-13. Doi: 10.1016/j.cose.2024.104059, (2024), (SCI-Expanded)
• 4 ÖZTÜRK MUHAMMED MARUF, Initializing hyper-parameter tuning with a metaheuristic-ensemble method: a case study using time-series weather data. Evolutionary Intelligence, 16(3), , 1019-1031. Doi: 10.1007/s12065-022-00717-y, (2023), (ESCI: Emerging Sources Citation Index)
• 5 ÖZTÜRK Muhammed Maruf, Developing a hyperparameter optimization method for classification of code snippets and questions of stack overflow: HyperSCC. Endorsed Transactions on Scalable Information Systems , 1-15. Doi: 10.4108/eai.27-5-2022.174084, (2023), (ESCI: Emerging Sources Citation Index)
• 6 ÖZTÜRK MUHAMMED MARUF, Hyperparameter Optimization of a Parallelized LSTM for Time Series Prediction. Vietnam Journal of Computer Science, 10(3), , 303-328. Doi: 10.1142/S2196888823500033, (2023), (ESCI: Emerging Sources Citation Index)
• 7 Şanlıalp İbrahim, ÖZTÜRK Muhammed Maruf, Yiğit Tuncay, Energy Efficiency Analysis of Code Refactoring Techniques for Green and Sustainable Software in Portable Devices. Electronics (Switzerland), 11(3), Doi: 10.3390/electronics11030442, (2022), (SCI-Expanded)
• 8 ÖZTÜRK Muhammed Maruf, A tuned feed-forward deep neural network algorithm for effort estimation. JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 34(2), , 235-259. Doi: 10.1080/0952813X.2021.1871664, (2022), (SCI-Expanded)
• 9 Nejkovic Valentina, ÖZTÜRK Muhammed Maruf, Petrovic Nenad, Head pose healthiness prediction using a novel image quality based stacked autoencoder. DIGITAL SIGNAL PROCESSING , 1-18. Doi: 10.1016/j.dsp.2022.103696, (2022), (SCI-Expanded)
• 10 ÖZTÜRK MUHAMMED MARUF, To what extent is tuned neural network pruning beneficial in software effort estimation?. Computer Science Journal of Moldova, 83(3), , 340-365. (2021), (ESCI: Emerging Sources Citation Index)
• 11 ÖZTÜRK Muhammed Maruf, COMPLEXFUZZY: NOVEL CLUSTERING METHOD FOR SELECTING TRAINING INSTANCES OF CROSS-PROJECT DEFECT PREDICTION. COMPUTER SCIENCE-AGH , 3-37. Doi: 10.7494/csci.2021.22.1.3743, (2021), (ESCI: Emerging Sources Citation Index)
• 12 ÖZTÜRK MUHAMMED MARUF, ÇANKAYA İBRAHİM ARDA, İPEKÇİ DENİZ, Optimizing echo state network through a novel fisher maximization based stochastic gradient descent. Neurocomputing , 215-224. Doi: 10.1016/j.neucom.2020.07.034, (2020), (SCI)
• 13 ÖZTÜRK MUHAMMED MARUF, Comparing Hyperparameter Optimization in Cross- and Within-Project Defect Prediction: A Case Study. Arabian Journal for Science and Engineering, 44(4), , 3515-3530. Doi: 10.1007/s13369-018-3564-9, (2019), (SCI-Expanded)
• 14 ÖZTÜRK MUHAMMED MARUF, Is Complexity-based Clustering of Process Metrics as Effective as in Static Code Metrics. Baltic Journal of Modern Computing, 7(1), , 31-46. Doi: 10.22364/bjmc.2019.7.1.03, (2019), (Alan Endeksleri)
• 15 ÖZTÜRK MUHAMMED MARUF, Tuning Stacked Auto-encoders for Energy Consumption Prediction: A Case Study. International Journal of Information Technology and Computer Science, 11(2), , 1-8. Doi: 10.5815/ijitcs.2019.02.01, (2019), (EBSCO)
• 16 ÖZTÜRK MUHAMMED MARUF, The impact of parameter optimization of ensemble learning on defect prediction. Computer Science Journal of Moldova, 27(1), , 85-128. (2019), (EBSCO)
• 17 ÖZTÜRK MUHAMMED MARUF, A bat-inspired algorithm for prioritizing test cases. Vietnam Journal of Computer Science, 5(1), , 45-57. Doi: 10.1007/s40595-017-0100-x, (2018), (EBSCO)
• 18 ÖZTÜRK MUHAMMED MARUF, Which type of metrics are useful to deal with class imbalance in software defect prediction?. Information and Software Technology , 17-29. Doi: 10.1016/j.infsof.2017.07.004, (2017), (SCI-Expanded)
• 19 ÖZTÜRK Muhammed Maruf, ZENGİN AHMET, Improved GUI Testing using Task Parallel Library. ACM SIGSOFT SOFTWARE ENGINEERING NOTES, 41(1), , 1-8. Doi: 10.1145/2853073.2853086, (2016), (Alan Endeksleri)
• 20 ÖZTÜRK Muhammed Maruf, ZENGİN AHMET, How repeated data points affect bug prediction performance A case study. Applied Soft Computing , 1051-1061. Doi: 10.1016/j.asoc.2016.08.002, (2016), (SCI-Expanded)
• 21 ÖZTÜRK Muhammed Maruf, ünal çavuşoğlu, ZENGİN AHMET, A novel defect prediction method for web pages using k means. Expert Systems with Applications, 42(19), , 6496-6506. Doi: 10.1016/j.eswa.2015.03.013, (2015), (SCI-Expanded)
• 22 KAÇAR SEZGİN, AKGÜL AKİF, ERGÜZEL ALPER TURAN, ÖZTÜRK Muhammed Maruf, SEVİN ABDULLAH, Design of a Web Interface for Fractional Chaotic Systems. International Journal of Computer Network and Information Security, 7(1), , 46-53. Doi: 10.5815/ijcnis.2015.01.07, (2015), (EBSCO)
• 23 ÖZTÜRK Muhammed Maruf, ünal çavuşoğlu, ZENGİN AHMET, Development of a Multi Agent Framework for Software Quality. ACM SIGSOFT Software Engineering Notes , 1-10. Doi: 10.1145/2693208.2693234, (2015), (Education Index (EI))
• 24 ÖZTÜRK MUHAMMED MARUF, ZENGİN AHMET, INVESTIGATION OF TEST AUTOMATION DATA USING STATISTICAL METHODS. SIGMA DERGİSİ, 32(1), , 23-30. (2014), (Diğer)
• 25 ZENGİN AHMET, ÖZTÜRK Muhammed Maruf, Formal verification and validation with DEVS Suite OSPF Case study. Simulation Modelling Practice and Theory , 193-206. Doi: 10.1016/j.simpat.2012.05.013, (2012), (SCI-Expanded)

• Uluslararası Bilimsel Toplantılarda Sunulan ve Bildiri Kitaplarında (proceedings) Basılan Bildiriler
• 1 Nejkovic Valentina, ÖZTÜRK Muhammed Maruf, Energy-consumption focused multi-objective tuning of Apache Spark. 11th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN) Doi: 10.69994/11Ic24034, (2024). (Tam metin bildiri)
• 2 ÖZTÜRK MUHAMMED MARUF, sözer ömür, JAVA KODLARI İÇİN OTOMATİK KOD YORUM SATIRI ÜRETME ARACI. 5. Geleceğin Mühendisleri Uluslararası Öğrenci Sempozyumu (2021). (Özet bildiri)
• 3 ÖZTÜRK Muhammed Maruf, Kılınçarslan Ş., Dolmaz M. N. , Üncü İ. S. , Gökçe F., Ersoy M., Koyun A., Yüksel A. S. , Çankaya Ş. F. , Çoklu-robot Koordinasyonu Yöntemiyle Deprem Göçüklerinde Yaralı Konum Tespiti. 5. Geleceğin Mühendisleri Uluslararası Öğrenci Sempozyumu (2021). (Özet bildiri)
• 4 ŞANLIALP İBRAHİM, ÖZTÜRK MUHAMMED MARUF, Investigating the impact of code refactoring techniques on energy consumption in different object-oriented programming languages. Artificial Intelligence and Applied Mathematics in Engineering Problems Doi: 10.1007/978-3-030-36178-5_12, (2020). (Tam metin bildiri)
• 5 ÖZTÜRK MUHAMMED MARUF, Deep learning-based software energyconsumption profiling?. ICAIAME2019 (2019). (Tam metin bildiri)
• 6 Anezakis VardisDimitris, ÖZTÜRK Muhammed Maruf, Verification of the effectiveness of fuzzy rule-based fault prediction: A replication study. 2018 Innovations in Intelligent Systems and Applications (INISTA) Doi: 10.1109/INISTA.2018.8466331, (2018). (Özet bildiri)
• 7 ÖZTÜRK MUHAMMED MARUF, An online-tool for tuning ensemble learning algorithms. International Conference on Cyber Security and Computer Science (2018). (Özet bildiri)
• 8 ÖZTÜRK MUHAMMED MARUF, Adapting code maintainability to bat-inspired test case prioritization. 2017 IEEE International Conference on INnovations in Intelligent SysTems and Applications (INISTA) Doi: 10.1109/INISTA.2017.8001134, (2017). (Özet bildiri)
• 9 ÖZTÜRK Muhammed Maruf, ZENGİN AHMET, HSDD a hybrid sampling strategy for class imbalance in defect prediction data sets. 2016 Fifth International Conference on Future Communication Technologies (FGCT) Doi: 10.1109/FGCT.2016.7605093, (2016). (Özet bildiri)
• 10 ÖZTÜRK Muhammed Maruf, ZENGİN AHMET, Towards a Better Understanding of Static Code Attributes for Defect Prediction. The Tenth International Conference on Software Engineering Advances (2015). (Özet bildiri)
• 11 ÖZTÜRK MUHAMMED MARUF, ekşi ziya, AKGÜL AKİF, uçar kürşat, Html5 ile Mantık Devreleri Dersinin Modellenmesi ve Performans Analizi. Geleceğin Mühendislik Eğitiminde Endüstri ile İşbirliği Sempozyumu (2012). (Özet bildiri)
• 12 ÖZTÜRK MUHAMMED MARUF, ZENGİN AHMET, Design and Implementation of an E Learning Evaluation System with Software Test Techniques. Future-Learning 2012 (2012). (Özet bildiri)

• Ulusal Hakemli Dergilerde Yayımlanan Makaleler
• 1 ÖZTÜRK MUHAMMED MARUF, Kosinüs Benzerliğine Dayalı Çapraz-proje Hata Tahmini. Bilişim Teknolojileri Dergisi, 12(3), , 159-167. Doi: 10.17671/gazibtd.453436, (2019), (TR DİZİN)
• 2 AKGÜL AKİF, uçar kürşat, ÖZTÜRK MUHAMMED MARUF, ekşi ziya, Mühendislik Eğitiminin İyileştirilmesine Yönelik Öneriler Geleceğin Mühendisleri ve İşgücü Analizi. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi , 14-18. (2013), (TR DİZİN)

• Ulusal Bilimsel Toplantılarda Sunulan ve Bildiri Kitaplarında (proceedings) Basılan Bildiriler
• 1 ÖZTÜRK Muhammed Maruf, DÜNYA DENİZ SUYU SICAKLIKLARI DEĞİŞİMİ İLE NÜFUS ARTIŞ DEĞİŞİMİNİN İLİŞKİSİNİN ARAŞTIRILMASI. 5. ULUSAL KUTUP BİLİMLERİ ÇALIŞTAYI (2021). (Özet bildiri)