Formal verification and validation with DEVS-Suite: OSPF Case study. - Ahmet Zengin; Muhammed Maruf Öztürk (Simul. Model. Pract. Theory, 2012)

A novel defect prediction method for web pages using k-means++. - Muhammed Maruf Öztürk; Ünal Çavusoglu; Ahmet Zengin (Expert Syst. Appl., 2015)

Development of a Multi-Agent Framework for Software Quality. - Muhammed Maruf Öztürk; Ibrahim Cil; Ahmet Zengin (ACM SIGSOFT Softw. Eng. Notes, 2015)

HSDD: A hybrid sampling strategy for class imbalance in defect prediction data sets. - Muhammed Maruf Öztürk; Ahmet Zengin (ICDIM, 2016)

How repeated data points affect bug prediction performance: A case study. - Muhammed Maruf Öztürk; Ahmet Zengin (Appl. Soft Comput., 2016)

Improved GUI Testing using Task Parallel Library. - Muhammed Maruf Öztürk; Ahmet Zengin (ACM SIGSOFT Softw. Eng. Notes, 2016)

Tekrar eden veri analizini kullanarak yazılım geliştirme için iyileştirilmiş hata tahmini (A new improved defect prediction framework for software development using repeated data analysis) - Muhammed Maruf Öztürk (2016)

Adapting code maintainability to bat-inspired test case prioritization. - Muhammed Maruf Öztürk (INISTA, 2017)

Which type of metrics are useful to deal with class imbalance in software defect prediction? - Muhammed Maruf Öztürk (Inf. Softw. Technol., 2017)

Verification of the effectiveness of fuzzy rule-based fault prediction: A replication study. - Vardis-Dimitris Anezakis; Muhammed Maruf Öztürk (INISTA, 2018)

A bat-inspired algorithm for prioritizing test cases. - Muhammed Maruf Öztürk (Vietnam. J. Comput. Sci., 2018)

Is Complexity-based Clustering of Process Metrics as Effective as in Static Code Metrics. - Muhammed Maruf Öztürk (Balt. J. Mod. Comput., 2019)

The impact of parameter optimization of ensemble learning on defect prediction. - Muhammed Maruf Öztürk (Comput. Sci. J. Moldova, 2019)

On tuning deep learning models: a data mining perspective. - Muhammed Maruf Öztürk (CoRR, 2020)

Optimizing echo state network through a novel fisher maximization based stochastic gradient descent. - Muhammed Maruf Öztürk; Ibrahim Arda Çankaya; Deniz Ipekçi (Neurocomputing, 2020)

complexFuzzy: A novel clustering method for selecting training instances of cross-project defect prediction. - Muhammed Maruf Öztürk (Comput. Sci., 2021)

To what extent is tuned neural network pruning beneficial in software effort estimation? - Muhammed Maruf Öztürk (Comput. Sci. J. Moldova, 2021)

Head pose healthiness prediction using a novel image quality based stacked autoencoder. - Valentina Nejkovic; Muhammed Maruf Öztürk; Nenad Petrovic 001 (Digit. Signal Process., 2022)

A tuned feed-forward deep neural network algorithm for effort estimation. - Muhammed Maruf Öztürk (J. Exp. Theor. Artif. Intell., 2022)

Developing a hyperparameter optimization method for classification of code snippets and questions of stack overflow: HyperSCC. - Muhammed Maruf Öztürk (EAI Endorsed Trans. Scalable Inf. Syst., 2022)

Initializing hyper-parameter tuning with a metaheuristic-ensemble method: a case study using time-series weather data. - Muhammed Maruf Öztürk (Evol. Intell., 2023)

Hyperparameter Optimization of a Parallelized LSTM for Time Series Prediction. - Muhammed Maruf Öztürk (Vietnam. J. Comput. Sci., 2023)

A Decade of Progress: A Systematic Literature Review on the Integration of AI in Software Engineering Phases and Activities (2013-2023). - Usman Khan Durrani; Mustafa Akpinar; Muhammed Fatih Adak; Abdullah Talha Kabakus; Muhammed Maruf Öztürk; Mohammed Saleh (IEEE Access, 2024)

A cosine similarity-based labeling technique for vulnerability type detection using source codes. - Muhammed Maruf Öztürk (Comput. Secur., 2024)

MFRLMO: Model-free reinforcement learning for multi-objective optimization of apache spark. - Muhammed Maruf Öztürk (EAI Endorsed Trans. Scalable Inf. Syst., 2024)

Tuning parameters of Apache Spark with Gauss-Pareto-based multi-objective optimization. - Muhammed Maruf Öztürk (Knowl. Inf. Syst., 2024)

STEVD: Vulnerability detection datasets. - Muhammed Maruf Öztürk (IEEE DataPort, 2025)