My recent works


  • Öztürk, M. M. (2022). Developing a hyperparameter optimization method for classification of code snippets and questions of stack overflow: HyperSCC. EAI Endorsed Transactions on Scalable Information Systems, e73-e73.
  • Öztürk, M. M. (2022). Initializing hyper-parameter tuning with a metaheuristic-ensemble method: a case study using time-series weather data. Evolutionary Intelligence, 1-13.
  • Öztürk, M. M. (2022). A tuned feed-forward deep neural network algorithm for effort estimation. Journal of Experimental & Theoretical Artificial Intelligence, 34(2), 235-259.
  • Şanlıalp, İ., Öztürk, M. M., & Yiğit, T. (2022). Energy Efficiency Analysis of Code Refactoring Techniques for Green and Sustainable Software in Portable Devices. Electronics, 11(3), 442.

My recent work is about climate change "INVESTIGATING THE RELATIONSHIP BETWEEN THE CHANGES OF SEA SURFACE TEMPERATURE ACROSS THE WORLD AND GLOBAL POPULATION GROWTH"

Turkish poster: clickForPoster
Maruf Ozturk

muhammedozturk at sdu.edu.tr

Computer Engineering Dept.Department
University of Suleyman Demirel
Cunur
Isparta
Turkey

Google Scholar
LinkedIn

Publications

Peer-reviewed
  • 1. ZENGİN, Ahmet, ÖZTÜRK, Muhammed Maruf. (2012). Formal verification and validation with DEVS-Suite: OSPF Case study. Simulation Modelling Practice and Theory. Publisher: Elsevier. Vol:29. pages.193-206.
  • 2. ÖZTÜRK, Muhammed Maruf, ZENGİN, Ahmet, ÇAVUġOĞLU, Ünal. (2015). A novel defect prediction method for web pages using k-means++. Expert Systems with Applications. Publisher:Permagon. Vol:42, No:19. pages. 6496-6506.
  • Öztürk, M. M., & Zengin, A. (2016). How repeated data points affect bug prediction performance: A case study. Applied Soft Computing, 49, 1051-1061.
  • Öztürk, M. M. (2017). Which type of metrics are useful to deal with class imbalance in software defect prediction?. Information and Software Technology.
  • Öztürk, M. M. (2019). Comparing Hyperparameter Optimization in Cross-and Within-Project Defect Prediction: A Case Study. Arabian Journal for Science and Engineering, 44(4), 3515-3530.
  • ÖZTÜRK, Muhammed Maruf, ZENGİN, Ahmet, ÇAVUġOĞLU, Ünal. (2013). A Voice Controlled Web based FTP Tool. International Journal of Computer Applications. Publisher:citeseerx . Vol:64, No:10. pages.22-27.
  • ÖZTÜRK, Muhammed Maruf, ZENGİN, Ahmet, ÇİL, İbrahim. (2015). Development of a Multi-Agent Framework for Software Quality. ACM SIGSOFT Software Engineering Notes. Publisher:ACM . Vol:40, No:1. pages.1-10.
  • Kaçar, Sezgin, Akgül, Akgül, Ergüzel , A Turan, Öztürk, Muhammed M Abdullah Sevin. (2015). Design of a Web Interface for Fractional Chaotic Systems. International Journal of Computer Network and Information Security (IJCNIS). Publisher:Mecs-Press . Vol:7, No:1. pages.1-10.
  • ÖZTÜRK, Muhammed Maruf, ZENGiN, Ahmet. (2016). Improved GUI Testing using Task Parallel Library. ACM SIGSOFT Software Engineering Notes. Publisher:ACM . Vol:41, No:1. pages.1-8.
  • Ozturk, Muhammed Maruf, Akif Akgul, and Sezgin Kacar. "A Novel Chaos-Based Voice Controlled FTP Tool.", International Journal of Scientific and Technology Research, 5(11), 2016.
  • Öztürk, M. M. (2018). A bat-inspired algorithm for prioritizing test cases. Vietnam Journal of Computer Science, 5(1), 45-57.
  • Öztürk, M. M. (2019). The impact of parameter optimization of ensemble learning on defect prediction. Computer Science Journal of Moldova, 27(1).
  • Öztürk, M. M. (2019). Is Complexity-based Clustering of Process Metrics as Effective as in Static Code Metrics. Baltic Journal of Modern Computing, 7(1), 31-46.
  • Muhammed Maruf Öztürk, "Tuning Stacked Auto-encoders for Energy Consumption Prediction: A Case Study", International Journal of Information Technology and Computer Science(IJITCS), Vol.11, No.2, pp.1-8, 2019. DOI: 10.5815/ijitcs.2019.02.01
  • ÖZTÜRK, Muhammed Maruf, ZENGĠN, Ahmet. (2014). Investigation of test automation data using statistical methods. SIGMA Journal of Engineering and Natural Sciences. Publisher: Yıldız Teknik Unv. Vol:32. pages.10-22.
  • AKGÜL, Akif, UÇAR, M. Kürşad, ÖZTÜRK, Muhammed Maruf, EKġĠ, Ziya. (2013). Suggestions for Improvement of Engineering Education, and Labor Analysis of Future Engineers. SDÜ Science Institute Journal Publisher: SDÜ Ünv. Vol:17, No:1. pages.10-22.
  • ÇAVUşOĞLU, Ünal, ÖZTÜRK, Muhammed Maruf, ZENGĠN, Ahmet, ÖZBEK, Uğur. (2013). In ns-3 network simulator, queue management algorithms for performance analysis. Sakarya Science Institute. Publisher: Sakarya Ünv. Vol:17, No:3. pages.437-446.
  • ÖZTÜRK, Muhammed Maruf. "Kosinüs Benzerliğine Dayalı Çapraz-proje Hata Tahmini." Bilişim Teknolojileri Dergisi 12.3: 159-167, 2019.
  • Öztürk, M. M., Cankaya, I. A., & Ipekci, D. (2020). Optimizing echo state network through a novel fisher maximization based stochastic gradient descent. Neurocomputing, 415, 215-224
  • Ozturk, M. M. (2021). complexFuzzy: A novel clustering method for selecting training instances of cross-project defect prediction. Computer Science, 22(1).
  • Öztürk, M. M. (2021). A tuned feed-forward deep neural network algorithm for effort estimation. Journal of Experimental & Theoretical Artificial Intelligence, 1-25.
Conference papers
  • Anezakis, V. D., & Öztürk, M. M. (2018, July). Verification of the effectiveness of fuzzy rule-based fault prediction: A replication study. In 2018 Innovations in Intelligent Systems and Applications (INISTA) (pp. 1-8). IEEE.
  • M. Maruf ÖZTÜRK, "An online-tool for tuning ensemble learning algorithms", ICONCS 2018, pp. 1-5
  • Öztürk, M. M. (2017, July). Adapting code maintainability to bat-inspired test case prioritization. In INnovations in Intelligent SysTems and Applications (INISTA), 2017 IEEE International Conference on (pp. 67-72). IEEE.
  • Ozturk, M. M., & Zengin, A. (2016, August). HSDD: a hybrid sampling strategy for class imbalance in defect prediction data sets. In Future Generation Communication Technologies (FGCT), 2016 Fifth International Conference on (pp. 60-69). IEEE.
  • Ozturk, M. M., & Zengin, A. (2015). Towards a Better Understanding of Static Code Attributes for Defect Prediction. ICSEA 2015, 40-44.
  • Ozturk, M. M., & Zengin, A. (2015). Towards a Better Understanding of Static Code Attributes for Defect Prediction. ICSEA 2015, 40-44.
  • Ozturk, M. M., & Zengin, A. (2015). Towards a Better Understanding of Static Code Attributes for Defect Prediction. ICSEA 2015, 40-44.

  • Projects

  • Researcher, M.Maruf ÖZTÜRK "Nofall" , Project No: 2011-1-TR1-LEO5-28151,
  • Researcher, "Development of A Model to Raise Individual Competencies Using Blended Learning in Collaboration of Universities, Sectors and Society", Project No: 2012-1-TR1-LEO05-35135
  • Researcher, ÖZTÜRK, Muhammed Maruf. "Integration of Women Ġnto the Labour Market by Building New Skills" , Project No: 2013-1-TR1-LEO05-47596
  • Researcher, multiple robot coordination method for the detection of wounded people in eartquake dents, AFAD Republic of Turkey Ministry of Interior Disaster and Emergency Management Authority.(Start date:2018, Expected Finish: 2020)
Plain Academic