Selçuk University mkoklu@selcuk.edu.tr
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Research

Publications

Articles, conference papers and book chapters.

2026 16

  1. Article

    Hybrid Feature-Based Two-Stage Framework for Audio Deepfake Detection and Generative Model Attribution

    Bahriye İşgör, Cengizhan Tümer, Murat Köklü

    Hybrid Feature-Based Two-Stage Framework for Audio Deepfake Detection and Generative Model Attribution InternationalPeer-reviewed · ScopusOriginal Article DOI

  2. Article

    Classification of Sleep Disorders Using Machine Learning Algorithms

    Ufuk Ekim, Murat Köklü

    Journal of Technology and System Information InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  3. Article

    Automated Classification of Maxillary and Mandibular Dental Views on Intraoral Photographs: A Comparative Benchmark Study and Mobile Proof-of-Concept

    Elham Tahsın Yasın, Murat Köklü, Mohannad Alkanan, Yonıs Gulzar

    BMC Oral Health InternationalPeer-reviewed · SCI-ExpandedOriginal Article

  4. Article

    A Comprehensive Survey of Henry Gas Solubility Optimization Algorithm with its Theory, Variants, and Applications

    Amylıa Aıt Saadı, Sylıa Makhmoukh Taleb, Selma Yahıa, Musa Doğan, Elham Tahsın Yasın, Yassine Meraıhı, Murat Köklü, Seyedalı Mırjalılı, Amar Ramdane-Cherıf

    Archives of Computational Methods in Engineering InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  5. Article

    Classification of Malicious Android Applications by Machine Learning Methods Using Permission Properties

    Abdullah Batuhan Yılmaz, Yavuz Selim Taşpınar, Murat Köklü

    International Journal of Mobile Communications InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  6. Article

    Hybrid Deep Feature Extraction and Ensemble Machine Learning for Potato Leaf Disease Classification in Uncontrolled Field Conditions

    Cihan Ünal, Cengizhan Tümer, Elham Tahsın Yasın, İlkay Çınar, Murat Köklü

    Journal of Agricultural Sciences-Tarim Bilimleri Dergisi InternationalPeer-reviewed · SCI-ExpandedOriginal Article

  7. Article

    Vision Transformers in Person Re-Identification: A Review

    Barış Ünver, Mehmet Türkay Yoldar, Simay Özkan, Murat Köklü

    IEEE Access InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  8. Article

    Clustering Performance on Heart Disease Data: Effects of Distance Metrics and Scaling

    İbrahim Akbaş, Yavuz Selim Taşpınar, Murat Köklü

    Journal of Technology and System Information InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  9. Article

    Detecting Driver Fatigue Using Artificial Intelligence on a Realistic Driving Images

    Elham Tahsın Yasın, Talha Alperen Cengel, Serkan Gerz, Selime Sinem Bahar, Bünyamin Gençtürk, Ahmet Göktaş, Murat Köklü

    Journal of Future Artificial Intelligence and Technologies InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  10. Article

    Comparative Evaluation of YOLOv8 and YOLO11 for Image-Based Classification of Sugar Beet Seed Treatment Levels

    Cihan Ünal, İlkay Çınar, Zülfi Sarıpınar, Murat Köklü

    Sensors InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  11. Article

    Deep Learning-Based Lung Cancer Classification And Grad-Cam++ With Lime-Supported Explainability Analysis

    Yasin Doğanşah, İnayet Hakkı Çizmeci, Murat Köklü

    International Journal of Applied Methods in Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  12. Article

    Detection of Oranges on Trees Across Diverse Field Conditions Using YOLOV11 Models

    Mücahid Mustafa Sarıtaş, Adem Gölcük, Murat Köklü

    Applied Fruit Science InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  13. Article

    Classification of Turkish hazelnut (Corylus colurna L.) varieties: a comparative study of YOLOv8 and fine-tuned vision transformer

    Yavuz Ünal, Elham Tahsın Yasın, Talha Alperen Cengel, Murat Köklü

    Journal of Food Measurement and Characterization InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  14. Article

    Automated Classification of Export-Grade Bananas Using CNNs and the Cheetah Optimization Algorithm

    Elham Tahsın Yasın, Murat Eser, Metin Bilgin, Murat Köklü

    Journal of Food Measurement and Characterization InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  15. Article

    Polygon-Aware Deep Learning Framework for Meal-Level Nutrition Estimation from Food Images

    Amanı Tahsın Yasın Yasın, Elham Tahsın Yasın, Murat Köklü

    Journal of Food Science InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  16. Article

    A Telemetry-Augmented Kalman Filter for Real-Time FPV-to-FPV Drone Interception

    Mehmet Türkay Yoldar, Barış Ünver, Simay Özkan, Murat Köklü

    Aerospace Science and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

2025 20

  1. Article

    Differentiated Thyroid Cancer Recurrence Prediction Using Boosting Algorithms

    Mücahid Mustafa Sarıtaş, Müslüme Beyza Yıldız, Talha Alperen Cengel, Murat Köklü

    Jurnal Komputer Teknologi Informasi Sistem Informasi (JUKTISI) InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  2. Article

    Deep Learning Applications in Dentistry: A Bibliometric Review Analysis and Mapping (2014–2024)

    Elham Tahsın Yasın, Mediha Ertürk, Melek Taşsöker Bulut, Murat Köklü

    Iran Journal of Computer Science InternationalPeer-reviewed · Field indexes (SCOPUS)Original Article DOI

  3. Article

    Automated Classification of Biscuit Quality Using YOLOv8 Models in Food Industry

    Oya Kılcı, Murat Köklü

    Food Analytical Methods InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  4. Article

    A Comprehensive Review of Archimedes Optimization Algorithm with its Theory, Variants, Hybridization, and Applications

    Yassine Meraıhı, Sylia Makhmoukh Taleb, Bikram Pratim Bhuyan, Galına Ivanova, Abdelbakı Benayad, Musa Doğan, Elham Tahsın Yasın, Murat Köklü, Seyedalı Mırjalılı, Amar Ramdane-Cherıf

    Archives of Computational Methods in Engineering InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  5. Article

    Automatic Mandibular Third Molar and Mandibular Canal Relationship Determination Based on Deep Learning Models for Preoperative Risk Reduction

    Elham Tahsın Yasın, Mediha Ertürk, Melek Taşsöker Bulut, Murat Köklü

    Clinical Oral Investigations InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  6. Article

    A Comprehensive Survey of Aquila Optimizer: Theory, Variants, Hybridization, and Applications

    Sylıa Makhmoukh Taleb, Elham Tahsın Yasın, Amylıa Aıt Saadı, Musa Doğan, Selma Yahıa, Yassine Meraıhı, Murat Köklü, Seyedalı Mırjalılı, Amar Ramdane-Cherıf

    Archives of Computational Methods in Engineering InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  7. Article

    Optimized Feature Selection Using Gray Wolf and Particle Swarm Algorithms for Corn Seed Image Classification

    Elham Tahsın Yasın, Ewa Ropelewska, Ramazan Kurşun, İlkay Çınar, Yavuz Selim Taşpınar, Ali Yaşar, Seyedalı Mırjalılı, Murat Köklü

    Journal of Food Composition and Analysis InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  8. Article

    Enhancing Egg Quality Control in The Food Industry Through a Deep Learning Approach for Automatic Detection of Egg Damage

    Talha Alperen Cengel, Bünyamin Gençtürk, Elham Tahsın Yasın, Müslüme Beyza Yıldız, İlkay Çınar, Murat Köklü

    Journal of Food Science InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  9. Article

    Using Pre-Trained Models in Ensemble Learning for Date Fruits Multiclass Classification

    Murat Eser, Metin Bilgin, Elham Tahsın Yasın, Murat Köklü

    Journal of Food Science InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  10. Article

    A Comparative Analysis of Machine Learning Algorithms for Waste Classification: Inceptionv3 and Chi-Square Features

    Elham Tahsın Yasın, Murat Köklü

    International Journal of Environmental Science and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  11. Article

    Fast and Accurate Classification of Corn Varieties Using Deep Learning with Edge Detection Techniques

    Emre Avuçlu, Murat Köklü

    Journal of Food Science InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  12. Article

    Classification of Biscuit Quality with Deep Learning Algorithms

    Oya Kılcı, Yusuf Eryeşil, Murat Köklü

    Journal of Food Science InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  13. Article

    Guava Fruit Disease Classification Using Deep Learning And Machine Learning Models

    Oya Kılcı, Murat Köklü

    Research in Agricultural Sciences InternationalPeer-reviewed · Field indexes (SCOPUS)Original Article DOI

  14. Article

    Trends and Research Directions in Electricity Load Forecasting: A Bibliometric Analysis

    Oya Kılcı, Abdulkadir Öztürk, Müslüme Beyza Yıldız, Sude Nur Atik, Elham Tahsın Yasın, Zeki Berk Tonguç, Murat Köklü

    International Journal of Applied Methods in Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus, Directory of Research ...)Original Article DOI

  15. Article

    Classification of almond kernels with optuna hyper-parameter optimization using machine learning methods

    Hayri İncekara, İnayet Hakkı Çizmeci, Mücahid Mustafa Sarıtaş, Murat Köklü

    Journal of Food Science and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  16. Article

    Lightweight Hybrid Model for Bone Fracture Detection Using MobileNetV2 Feature Extraction and Ensemble Learning

    Bahriye İşgör, Murat Köklü

    Journal of Future Artificial Intelligence and Technologies InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  17. Article

    Mitigating Spatial Scale Loss in CNN-Based Fine-Grained Image Classification: Application to Date Fruit Grading

    Zıaul Haque, Murat Köklü, Mohammed Aquil Mırza, Marwan Omar, Saıdova Mukhayyokhon

    Impact in Agriculture InternationalPeer-reviewed · Other indexes (Google Scholar)Original Article DOI

  18. Article

    Hybrid Machine Learning Approaches to Piston Defect Detection in Industrial Applications

    Oya Kılcı, Murat Köklü

    International Journal of Automotive Engineering and Technologies InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  19. Article

    Deep Learning Based Classification of Real and Synthetic Animal Images

    İbrahim Akbaş, Oya Kılcı, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  20. Article

    Classification of Obesity Levels Using Machine Learning Algorithms

    Ahmet Can Çıtak, Sümeyra Şahin Bayram, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

2024 16

  1. Article

    Monkeypox Skin Lesion Detection with Deep Learning Models and Development of Its Mobile Application

    Yavuz Selim Taşpınar, İlkay Çınar, Ramazan Kurşun, Murat Köklü

    International Journal of Research in Engineering and Science InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article

  2. Article

    Bibliometric analysis of deep learning applications in dentistry

    Elham Tahsın Yasın, Mediha Ertürk, Melek Taşsöker Bulut, Murat Köklü

    International Dental Journal InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  3. Article

    Detection of hazelnut varieties and development of mobile application with CNN data fusion feature reduction-based models

    Bünyamin Gençtürk, Sadiye Arsoy, Yavuz Selim Taşpınar, İlkay Çınar, Ramazan Kurşun, Elham Tahsin Yasin, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  4. Article

    Maize Seeds Forecasting with Hybrid Directional and Bi-Directional Long Short Term Memory Models

    Hakan Işık, Şakir Taşdemir, Yavuz Selim Taşpınar, Ramazan Kurşun, İlkay Çınar, Ali Yaşar, Elham Tahsin Yasin, Murat Köklü

    Food Science & Nutrition InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  5. Article

    Detecting Industrial Potato Chips Defects with Machine Learning Methods Using Deep Features

    Gülsen Taşpınar, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  6. Article

    Deep Learning-Based Classification of Skin Lesion Dermoscopic Images for Melanoma Diagnosis

    Humar Kahramanlı Örnek, Elham Tahsın Yasın, Burak Yılmaz, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  7. Article

    Classification of Industrial and Commercial Facilities Using Machine Learning Techniques

    Serkan Gerz, Talha Alperen Cengel, Turan Öztürk, Bünyamin Gençtürk, Ender Boz, Elham Tahsın Yasın, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  8. Article

    Fisheye Freshness Detection Using Common Deep Learning Algorithms and Machine Learning Methods with a Developed Mobile Application

    Müslüme Beyza Yıldız, Elham Tahsın Yasın, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  9. Article

    Hybridizing Long Short-Term Memory and Bi-Directional Long Short-Term Memory Models for Efficient Classification: A Study on Xanthomonas axonopodis pv. phaseoli (XaP) in Two Bean Varieties

    Ramazan Kurşun, Ayşegül Gür, Kubilay Kurtuluş Baştaş, Murat Köklü

    Agronomy InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  10. Article

    Automatic Segmentation of the Maxillary Sinus on Cone Beam Computed Tomographic Images with U-Net Deep Learning Model

    Büşra Öztürk, Yavuz Selim Taşpınar, Murat Köklü, Melek Taşsöker Bulut

    European Archives of Oto-Rhino-Laryngology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  11. Article

    Automated Classification of Hand-Woven and Machine-Woven Carpets based on Morphological Features Using Machine Learning Algorithms

    Melıke Isık, Burcu Ozulku, Ramazan Kurşun, Yavuz Selim Taşpınar, İlkay Çınar, Elham Tahsın Yasın, Murat Köklü

    The Journal of The Textile Institute InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  12. Article

    Apple (Malus domestica) Quality Evaluation Based on Analysis of Features Using Machine Learning Techniques

    Talha Alperen Cengel, Bünyamin Gençtürk, Elham Tahsın Yasın, Müslüme Beyza Yıldız, İlkay Çınar, Murat Köklü

    Applied Fruit Science / Erwerbs-Obstbau InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  13. Article

    Identification of Leaf Diseases from Figs Using Deep Learning Methods

    Yılmaz Karataş, Elham Tahsın Yasın, Talha Alperen Cengel, Bünyamin Gençtürk, Müslüme Beyza Yıldız, Yavuz Selim Taşpınar, Osman Özbek, Murat Köklü

    Selcuk Journal of Agriculture and Food Sciences InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  14. Article

    Classification of Orange Features for Quality Assessment Using Machine Learning Methods

    Talha Alperen Cengel, Bünyamin Gençtürk, Elham Tahsın Yasın, Müslüme Beyza Yıldız, İlkay Çınar, Osman Özbek, Murat Köklü

    Selcuk Journal of Agriculture and Food Sciences InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  15. Article

    Classification Of Heart Diseases with Ensemble Learning Algorithms

    Kenan Erdem, Elham Tahsın Yasın, Müslüme Beyza Yıldız, Murat Köklü

    Sinop Üniversitesi Fen Bilimleri Dergisi InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  16. Article

    Bibliometric Analysis of Logistics and Artificial Intelligence Research Trends in the Last 10 Years

    Selime Sinem Bahar, Müslüme Beyza Yıldız, Serkan Gerz, Elham Tahsın Yasın, Ahmet Göktaş, Murat Köklü

    International Journal of Applied Methods in Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

2023 9

  1. Article

    Dry Bean Cultivars Classification Using Deep CNN Features and Salp Swarm Algorithm Based Extreme Learning Machine

    Musa Doğan, Yavuz Selim Taşpınar, İlkay Çınar, Ramazan Kurşun, İlker Ali Özkan, Murat Köklü

    Computers and Electronics in Agriculture InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  2. Article

    Detection of fish freshness using artificial intelligence methods

    Elham Tahsın Yasın, İlker Ali Özkan, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  3. Article

    A New Hybrid Model for Classification of Corn Using Morphological Properties

    Emre Avuçlu, Şakir Taşdemir, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  4. Article

    Classification of Deep Image Features of Lentil Varieties with Machine Learning Techniques

    Resul Bütüner, İlkay Çınar, Yavuz Selim Taşpınar, Ramazan Kurşun, Muhammed Hanefi Calp, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  5. Article

    Development of Early Stage Diabetes Prediction Model Based on Stacking Approach

    İlkay Çınar, Yavuz Selim Taşpınar, Murat Köklü

    Tehnicki Glasnik / Technical Journal InternationalPeer-reviewed · ESCIOriginal Article DOI

  6. Article

    Segmentation of dry bean (Phaseolus vulgaris L.) leaf disease images with U-Net and classification using deep learning algorithms

    Ramazan Kurşun, Kubilay Kurtuluş Baştaş, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  7. Article

    Predicting Future Demand Analysis in the Logistics Sector Using Machine Learning Methods

    Erhan Hayta, Bünyamin Gençtürk, Cüneyt Ergen, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  8. Article

    Digitization and Archiving of Company Invoices using Deep Learning and Text Recognition-Processing Techniques

    Ensar Günaydın, Bünyamin Gençtürk, Cüneyt Ergen, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  9. Article

    A Detailed Analysis of Detecting Heart Diseases Using Artificial Intelligence Methods

    Kenan Erdem, Müslüme Beyza Yıldız, Elham Tahsın Yasın, Murat Köklü

    Intelligent Methods In Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

2022 15

  1. Article

    Optimizing the Learning Process of Multi-layer Perceptrons Using a Hybrid Algorithm Based on MVO and SA

    Ömer Yılmaz, Adem Alpaslan Altun, Murat Köklü

    International Journal of Industrial Engineering Computations InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  2. Article

    Classification of Malicious Android Applications Using Naive Bayes and Support Vector Machine Algorithms

    Abdullah Batuhan Yılmaz, Yavuz Selim Taşpınar, Murat Köklü

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article

  3. Article

    Classification by a Stacking Model Using CNN Features for COVID-19 Infection Diagnosis

    Yavuz Selim Taşpınar, İlkay Çınar, Murat Köklü

    Journal of X-Ray Science and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  4. Article

    CNN-based Bi-directional and Directional Long-short Term Memory Network for Determination of Face Mask

    İlkay Çınar, Yavuz Selim Taşpınar, Murat Köklü

    Biomedical Signal Processing and Control InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  5. Article

    Age Group and Gender Classification Using Convolutional Neural Networks With a Fuzzy Logic-Based Filter Method for Noise Reduction

    Ali Tunç, Şakir Taşdemir, Murat Köklü, Ahmet Cevahir Çınar

    Journal of Intelligent & Fuzzy Systems InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  6. Article

    A New Hybrid Algorithm Based on MVO and SA for Function Optimization

    Ömer Yılmaz, Adem Alpaslan Altun, Murat Köklü

    International Journal of Industrial Engineering Computations InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  7. Article

    A CNN-SVM Study Based on Selected Deep Features for Grapevine Leaves Classification

    Murat Köklü, Muhammed Fahri Ünlerşen, İlker Ali Özkan, Muhammet Fatih Aslan, Kadir Sabancı

    Measurement InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  8. Article

    Acoustic-Driven Airflow Flame Extinguishing System Design and Analysis of Capabilities of Low Frequency in Different Fuels

    Yavuz Selim Taşpınar, Murat Köklü, Mustafa Altın

    Fire Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  9. Article

    Classification and Analysis of Pistachio Species with Pre-Trained Deep Learning Models

    Dılbag Singh, Yavuz Selim Taşpınar, Ramazan Kurşun, İlkay Çınar, Murat Köklü, İlker Ali Özkan, Heung-No Lee

    Electronics InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  10. Article

    Identification of Rice Varieties Using Machine Learning Algorithms

    İlkay Çınar, Murat Köklü

    Journal of Agricultural Sciences-Tarim Bilimleri Dergisi InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  11. Article

    Computer-Aided Multiclass Classification of Corn from Corn Images Integrating Deep Feature Extraction

    Bhamıdıpatı Kıshore, Ali Yaşar, Yavuz Selim Taşpınar, Ramazan Kurşun, İlkay Çınar, Venkatesh Gaurı Shankar, Murat Köklü, Isaac Oforı

    Computational Intelligence and Neuroscience InternationalPeer-reviewed · Endekste taranmıyorOriginal Article DOI

  12. Article

    Computer Vision Classification of Dry Beans (Phaseolus Vulgaris L.) Based on Deep Transfer Learning Techniques

    Yavuz Selim Taşpınar, Musa Doğan, İlkay Çınar, Ramazan Kurşun, İlker Ali Özkan, Murat Köklü

    European Food Research and Technology InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  13. Article

    Application of Pre-Trained Deep Convolution Neural Networks for Coffee Beans Species Detection

    Yavuz Ünal, Yavuz Selim Taşpınar, İlkay Çınar, Ramazan Kurşun, Murat Köklü

    Food Analytical Methods InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  14. Article

    A Voice Recognition Based Game Design for More Accurate Pronunciation of English

    Emre Avuçlu, Murat Köklü

    Intelligent Methods in Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  15. Article

    Multi-layer Long Short-Term Memory (LSTM) Prediction Model on Air Pollution for Konya Province

    Yahya Koçak, Murat Köklü

    International Journal of Applied Mathematics, Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

2021 11

  1. Article

    The Use of Machine Learning Methods in Classification of Pumpkin Seeds (Cucurbita Pepo L.)

    Murat Köklü, Şeyma Sarıgil, Osman Özbek

    Genetic Resources and Crop Evolution InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  2. Article

    Prediction of Computer Type Using Benchmark Scores of Hardware Units

    Yavuz Selim Taşpınar, İlkay Çınar, Murat Köklü

    Selcuk University Journal of Engineering Sciences InternationalPeer-reviewed · Other indexes (Index Copernicus, Eurasian Scientific Jo...)Original Article

  3. Article

    Fire Detection in Images Using Framework Based on Image Processing, Motion Detection and Convolutional Neural Network

    Yavuz Selim Taşpınar, Murat Köklü, Mustafa Altın

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  4. Article

    Determining the Extinguishing Status of Fuel Flames With Sound Wave by Machine Learning Methods

    Yavuz Selim Taşpınar, Murat Köklü

    IEEE Access InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  5. Article

    Classification of Rice Varieties with Deep Learning Methods

    İlkay Çınar, Yavuz Selim Taşpınar, Murat Köklü

    Computers and Electronics in Agriculture InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  6. Article

    Classification of Flame Extinction Based on Acoustic Oscillations using Artificial Intelligence Methods

    Yavuz Selim Taşpınar, Murat Köklü, Mustafa Altın

    Case Studies in Thermal Engineering InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  7. Article

    Classification of Date Fruits into Genetic Varieties Using Image Analysis

    Murat Köklü, Ramazan Kurşun, Yavuz Selim Taşpınar, İlkay Çınar

    Mathematical Problems in Engineering InternationalPeer-reviewed · Endekste taranmıyorOriginal Article DOI

  8. Article

    Improvement of Football Match Score Prediction by Selecting Effective Features for Italy Serie A League

    Yavuz Selim Taşpınar, İlkay Çınar, Murat Köklü

    Manas Journal of Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  9. Article

    Classification of Pistachio Species Using Improved k-NN Classifier

    İlker Ali Özkan, Murat Köklü, Rıdvan Saraçoğlu

    Progress in Nutrition InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  10. Article

    Determination of Effective and Specific Physical Features of Rice Varieties by Computer Vision In Exterior Quality Inspection

    İlkay Çınar, Murat Köklü

    Selcuk Journal of Agriculture and Food Sciences InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  11. Article

    Distracted Driving Detection with Machine Learning Methods by CNN Based Feature Extraction

    Aldoori Shafeeq Kanaan Shakir, Yavuz Selim Taşpınar, Murat Köklü

    International Journal of Applied Mathematics, Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

2020 7

  1. Article

    Bifacial And Monofacial Photovoltaik Modul With Tracker System Analysis

    Oya Kılcı, Murat Köklü

    Journal of Amasya University the Institute of Sciences and Technology InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

  2. Article

    Multiclass Classification of Dry Beans Using Computer Vision and Machine Learning Techniques

    Murat Köklü, İlker Ali Özkan

    Computers and Electronics in Agriculture InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  3. Article

    Identification of the English Accent Spoken in Different Countries by the k-Nearest Neighbor Method

    Yavuz Selim Taşpınar, Murat Köklü, Mustafa Altın

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  4. Article

    Feature Extraction and Recognition on Traffic Sign Images

    İlkay Çınar, Yavuz Selim Taşpınar, Mücahid Mustafa Sarıtaş, Murat Köklü

    Selçuk-Teknik Dergisi InternationalPeer-reviewed · Other indexes (EBSCO, Index Copernicus)Original Article

  5. Article

    Gender Determination Using Voice Data

    Yavuz Selim Taşpınar, Mücahid Mustafa Sarıtaş, İlkay Çınar, Murat Köklü

    International Journal of Applied Mathematics Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  6. Article

    Comparison and Evaluation of Cross Platform Mobile Application Development Tools

    Mehmet Işıtan, Murat Köklü

    International Journal of Applied Mathematics Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus)Original Article DOI

  7. Article

    Classification of Raisin Grains Using Machine Vision and Artificial Intelligence Methods

    İlkay Çınar, Murat Köklü, Şakir Taşdemir

    Gazi Mühendislik Bilimleri Dergisi InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

2019 4

  1. Article

    Investigation of Opinions of Teachers about Extremism (Sample of Turkey and European Union Member Countries)

    Murat Köklü, Kemal Tütüncü, Süleyman Alpaslan Sulak, Emrah Koçak

    Research on Education and Psychology InternationalPeer-reviewed · Other indexes (Türk Eğitim İndeksi, ASOS, DRJI,Research...)Original Article

  2. Article

    Investigation of Extremism Behaviors of Young People in Turkey and Member Countries of European Union

    Murat Köklü, Kemal Tütüncü, Süleyman Alpaslan Sulak, Emrah Koçak

    Research on Education and Psychology InternationalPeer-reviewed · Other indexes (Türk Eğitim İndeksi, ASOS, DRJI, Researc...)Original Article

  3. Article

    Classification of Rice Varieties Using Artificial Intelligence Methods

    İlkay Çınar, Murat Köklü

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article

  4. Article

    The Importance of Fixed and Variable Angle in Solar Power Plants Analysis

    Oya Kılcı, Murat Köklü

    International Journal of Applied Mathematics Electronics and Computers InternationalPeer-reviewed · Endekste taranmıyorOriginal Article DOI

2018 4

  1. Article

    Diagnosis of Urinary Tract Infection Based on Artificial Intelligence Methods

    İlker Ali Özkan, Murat Köklü, İbrahim Ünal Sert

    Computer Methods and Programs in Biomedicine InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

  2. Article

    Determining The Professional Tendency Of Students Who Study At Science High School

    Süleyman Alpaslan Sulak, Murat Köklü, Kemal Tütüncü

    International Education and Research Journal InternationalPeer-reviewed · Other indexes (Index Copernicus, Google Scholar)Original Article DOI

  3. Article

    An Investigation of Students, Parents and Teachers’ Satisfaction in Science High Schools in Konya Province in Terms of Some Variabilities

    Süleyman Alpaslan Sulak, Kemal Tütüncü, Murat Köklü

    Journal of Education and Training InternationalPeer-reviewed · Other indexes (Mendeley, Google Scholar)Original Article DOI

  4. Article

    Investigation of Occupational Health and Safety Awareness of Workers in Metal Industry (Konya Province Example)

    İlkay Çınar, Murat Köklü, İlker Ali Özkan

    Kilis 7 Aralık Üniversitesi Sosyal Bilimler Dergisi InternationalPeer-reviewed · Endekste taranmıyorOriginal Article DOI

2017 5

  1. Article

    Skin Lesion Classification using Machine Learning Algorithms

    İlker Ali Özkan, Murat Köklü

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  2. Article

    Performance of Classification Techniques on Parkinson’s Disease

    İsmail Sarıtaş, Murat Köklü, Kemal Tütüncü

    International Journal of Advances in Science Engineering and Technology InternationalPeer-reviewed · Other indexes (Directory of Open Access Journals, Direc...)Original Article DOI

  3. Article

    Occupancy Detection Through Light, Temperature, Humidity and CO2 Sensors Using ANN

    Kemal Tütüncü, Özcan Çataltaş, Murat Köklü

    International Journal of Industrial Electronics and Electrical Engineering InternationalPeer-reviewed · Other indexes (Directory of Research Journals Indexing,...)Original Article DOI

  4. Article

    Classification of Chronic Kidney Disease with Most Known Data Mining Methods

    Murat Köklü, Kemal Tütüncü

    International Journal of Advances in Science Engineering and Technology InternationalPeer-reviewed · Other indexes (Directory of Open Access Journals, Direc...)Original Article DOI

  5. Article

    A Novel Embedded System on Cold Box Design for The Cold Chain

    Mücahid Mustafa Sarıtaş, Murat Köklü, İlker Ali Özkan

    International Journal of Applied Mathematics, Electronics and Computers InternationalPeer-reviewed · Other indexes (Directory of Research Journals Indexing,...)Original Article DOI

2016 4

  1. Article

    Performance of Classification Techniques on Medical Datasets

    Murat Köklü, Kemal Tütüncü

    International Journal of Biomedical Science & Bioinformatics InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

  2. Article

    Comparison of Classification Techniques on Dermatological Dataset

    Kemal Tütüncü, Murat Köklü

    International Journal of Biomedical Science & Bioinformatics InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

  3. Article

    Estimation of Credit Card Customers Payment Status by Using kNN and MLP

    Murat Köklü, Kadir Sabancı

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  4. Article

    Classification of Heuristic Information by Using Machine Learning Algorithms

    Murat Köklü, Kadir Sabancı, Muhammed Fahri Ünlerşen

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

2015 4

  1. Article

    Determination of Nitinol Fibers Performances by Means of Embedded Sytems

    Kadir Sabancı, Murat Köklü, Şerafettin Ekinci

    International Journal of Applied Mathematics, Electronics and Computers InternationalPeer-reviewed · Other indexes (Index Copernicus International, Director...)Original Article DOI

  2. Article

    Classification of Siirt and Long Type Pistachios Pistacia vera L. by Artificial Neural Networks

    Kadir Sabancı, Murat Köklü, Muhammed Fahri Ünlerşen

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  3. Article

    The Classification of Eye State by Using kNN and MLP Classification Models According to the EEG Signals

    Kadir Sabancı, Murat Köklü

    International Journal of Intelligent Systems and Applications in Engineering InternationalPeer-reviewed · TR DİZİNOriginal Article DOI

  4. Article

    Development of Control Board of Microcontroller Based Automatic Cow Scratching Machine

    Kadir Sabancı, Murat Köklü, Cevat Aydın

    International Journal of Applied Mathematics, Electronics and Computers InternationalPeer-reviewed · Other indexes (Open Academic Journals Index, Directory ...)Original Article DOI

2014 1

  1. Article

    Sınıflandırma Kurallarının Çıkarımı İçin Etkin ve Hassas Yeni Bir Yaklaşım

    Murat Köklü, Humar Kahramanlı Örnek, Novruz Allahverdi

    Journal of the Faculty of Engineering and Architecture of Gazi University InternationalPeer-reviewed · SCI-ExpandedOriginal Article DOI

2013 1

  1. Article

    Analysis of a Population of Diabetic Patients Databases with Classifiers

    Murat Köklü, Yavuz Ünal

    International Journal of Medical, Health, Biomedical, Bioengineering and Pharmaceutical Engineering InternationalPeer-reviewed · Endekste taranmıyorOriginal Article DOI

2012 2

  1. Article

    Analysis of University Student’s Successes in Minor and Double Major Undergraduate Programs with Data Mining

    Yavuz Ünal, Murat Köklü, Ufuk Ekim

    Journal of Educational and Instructional Studies in The World InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

  2. Article

    A New Approach to Classification Rule Extraction Problem by the Real Value Coding

    Murat Köklü, Humar Kahramanlı Örnek, Novruz Allahverdi

    International Journal of Innovative Computing, Information and Control InternationalPeer-reviewed · SCI-ExpandedOriginal Article

2011 3

  1. Article

    Distance Education of Graduates Statistic Lessons

    Murat Köklü, Aşır Genç

    International Journal of Multidisciplinary Thought InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

  2. Article

    Üniversite Öğrencilerinin Ortak Zorunlu Derslerdeki Başarılarının K Means Algoritması ile incelenmesi

    Yavuz Ünal, Ufuk Ekim, Murat Köklü

    E-Journal of New World Sciences Academy Engineering Sciences InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

  3. Article

    Design of Question Bank Based on Internet

    Kemal Tütüncü, Murat Köklü, Yavuz Ünal

    International Journal of Arts & Sciences InternationalPeer-reviewed · Endekste taranmıyorOriginal Article

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