Selçuk University mkoklu@selcuk.edu.tr
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Research

Publications

Articles, conference papers and book chapters.

2026 18

  1. Conference Paper

    Design and Development of an Open Data Sharing Platform: CITEDATA

    Fatma Beyza Ayvaz, Murat Köklü

    9th International Conference on Applied Engineering and Natural Sciences InternationalFull Paper

  2. Conference Paper

    Bibliometric Analysis of Child-Robot Interaction Studies Published Between 2016 and 2025

    Burcu Ozulku, Murat Köklü

    7th International Conference on Scientific and Innovative Studies InternationalFull Paper

  3. 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

  4. 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

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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 34

  1. Conference Paper

    Management of Spot Supplier Processes through a Secure Messaging System in Logistics Operations

    Müslüme Beyza Yıldız, Serkan Gerz, Ensar Günaydın, Hilal Korkmaz, Murat Köklü

    5th International Conference on Recent Academic Studies InternationalAbstract Paper

  2. Conference Paper

    Time Management in Logistics Operations and Personnel Productivity Analysis Using Artificial Intelligence

    Serkan Gerz, Tunc Aydın, Selime Sinem Bahar, Müslüme Beyza Yıldız, Murat Köklü

    5th International Conference on Recent Academic Studies InternationalAbstract Paper

  3. Conference Paper

    Classification Of Hair Types with Deep Learning Methods

    Büşra Dertli, Murat Köklü

    5th International Conference on Trends in Advanced Research InternationalFull Paper

  4. Conference Paper

    Violence Detection in Video Using Hybrid Models Based on MobileNetV2

    Cengizhan Tümer, Bahriye İşgör, Murat Köklü

    5th International Conference on Trends in Advanced Research InternationalFull Paper

  5. Conference Paper

    Machine Learning-Based Kidney Disease Detection Using Deep Features from SqueezeNet

    Ramazan Kurşun, Mücahid Mustafa Sarıtaş, Murat Köklü

    6th International Conference on Innovative Academic Studies InternationalFull Paper

  6. Conference Paper

    Machine Learning-Based Detection of Solar Panel Surface Defects Using Deep Features from InceptionV3

    Oya Kılcı, Murat Köklü

    4th International Conference on Trends in Advanced Research InternationalFull Paper

  7. Conference Paper

    Effectiveness of SIFT Features in Enhancing Watermelon Leaf Disease Classification Accuracy

    Ramazan Kurşun, Murat Köklü

    26th International Conference on Computer Systems and Technologies InternationalFull Paper

  8. Conference Paper

    Classification of Eggplant Diseases Using Feature Extraction with AlexNet and Random Forest

    Ramazan Kurşun, Murat Köklü

    4th International Conference on Contemporary Academic Research InternationalFull Paper

  9. Conference Paper

    Old-Alphabet Ottoman Turkish to Latin Based Turkish Translation Systems and Current Situation Analysis

    Abdulkadir Öztürk, Abdulkerim Saka, Murat Köklü

    2nd International Conference on Modern and Advanced Research InternationalFull Paper

  10. Conference Paper

    Artificial Intelligence and Deep Learning Approaches to Human-Wildlife Conflict: A Bibliometric Analysis (2015–2024)

    İbrahim Akbaş, Murat Köklü

    7th International Conference on Innovative Academic Studies InternationalFull Paper

  11. Conference Paper

    Detection of Bone Fractures in X-ray Images with Machine Learning Methods Using InceptionV3 Deep Features

    Mücahid Mustafa Sarıtaş, Ramazan Kurşun, Murat Köklü

    3rd International Conference on Pioneer and Innovative Studies InternationalFull Paper

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

  21. 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

  22. 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

  23. 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

  24. 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

  25. 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

  26. 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

  27. 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

  28. Conference Paper

    Evaluation of CNN Models for Multi-Class Gear Fault Detection Using Waveform Images

    Mücahid Mustafa Sarıtaş, Oya Kılcı, Murat Köklü

    3nd International Conference on Intelligent Systems and New Applications (ICISNA'25) InternationalFull Paper

  29. Conference Paper

    Deep Learning Methods for the Classification of Turkish Music Genres

    Muhammed Emınoglu, Murat Köklü

    3nd International Conference on Intelligent Systems and New Applications (ICISNA'25) InternationalFull Paper

  30. Conference Paper

    An Explainable Deep Learning Framework for Agtron-Based Coffee Roast Classification Using Grad-CAM

    Havva Hazel Aras, Yusuf Eryeşil, Murat Köklü

    3nd International Conference on Intelligent Systems and New Applications (ICISNA'25) InternationalFull Paper

  31. 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

  32. 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

  33. 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

  34. 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 27

  1. Conference Paper

    Bibliometric analysis of deep learning applications in dentistry

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

    FDI World Dental Congress InternationalAbstract Paper

  2. Conference Paper

    Biometric Analysis of Research Trends in Logistics and Artificial Intelligence For 2015-2024

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

    2nd International Conference on Trends in Advanced Research ICTAR 2024 InternationalAbstract Paper

  3. Conference Paper

    Web Based Recycling Management and Monitoring System

    Emre Avuçlu, Gulistan Sena Karaguzel, Murat Köklü

    5th International Conference on Engineering and Applied Natural Sciences ICEANS 2024 InternationalFull Paper

  4. Conference Paper

    Web-Based Blood Stock Tracking and Donor Information Management System

    Emre Avuçlu, Sultan Karapınar, Murat Köklü

    5th International Conference on Engineering and Applied Natural Sciences ICEANS 2024 InternationalFull Paper

  5. Conference Paper

    Classification of Cauliflower Leaf Diseases Using Features Extracted From Squeezenet with Decision Tree and Random Forest

    Mücahid Mustafa Sarıtaş, Murat Köklü

    4th International Conference on Frontiers in Academic Research InternationalFull Paper

  6. Conference Paper

    Classification of Okra (Abelmoschus esculentus) Maturity Using Thermal Images and Machine Learning

    Elham Tahsın Yasın, Kemal Tütüncü, Murat Köklü

    International Conference on Science, Technology and Interdisciplinary Research (ICSTAR-24) InternationalFull Paper

  7. Conference Paper

    ViT-AlexNet: A Hybrid Approach for Chili Leaf Disease Classification

    Ramazan Kurşun, Murat Köklü

    International Conference on Science, Technology and Interdisciplinary Research (ICSTAR-24) InternationalFull Paper

  8. Conference Paper

    Classification of Guava Diseases Using Features Extracted from Squeezenet With Adaboost and Gradient Boosting

    Oya Kılcı, Murat Köklü

    4th International Conference on Frontiers in Academic Research InternationalFull Paper

  9. Conference Paper

    Deep Learning Model Based Classification of Pomegranate Fruit (Punica granatum) Diseases

    Elham Tahsın Yasın, Murat Köklü

    International Conference on Science, Technology and Interdisciplinary Research (ICSTAR-24) InternationalFull Paper

  10. 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

  11. 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

  12. 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

  13. 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

  14. Conference Paper

    Machine Learning-Based Classification of Mulberry Leaf Diseases

    Elham Tahsın Yasın, Ramazan Kurşun, Murat Köklü

    International Conference on Intelligent Systems and New Applications (ICISNA’24) InternationalFull Paper

  15. Conference Paper

    Classification of Sugarcane Leaf Disease with AlexNet Model

    Ramazan Kurşun, Elham Tahsın Yasın, Murat Köklü

    International Conference on Intelligent Systems and New Applications (ICISNA’24) InternationalFull Paper

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

  21. 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

  22. 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

  23. 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

  24. 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

  25. 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

  26. 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

  27. 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 20

  1. Conference Paper

    Konik Işınlı Bilgisayarlı Tomografi Görüntülerinde Maksiller Sinüsün U-Net Derin Öğrenme Modeli İle Otomatik Segmentasyonu

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

    Türk Diş Hekimleri Birliği 27. Uluslararası Diş Hekimliği Kongresi InternationalAbstract Paper

  2. Conference Paper

    Classification of Organic and Recyclable Waste based on Feature Extraction and Machine Learning Algorithms

    Elham Tahsın Yasın, Murat Köklü

    International Conference on Intelligent Systems and New Applications (ICISNA’23) InternationalFull Paper

  3. Conference Paper

    Railway Track Fault Detection with ResNet Deep Learning Models

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

    International Conference on Intelligent Systems and New Applications (ICISNA’23) InternationalFull Paper

  4. Conference Paper

    Machine Learning-Based Classification of Infected Date Palm Leaves Caused by Dubas Insects: A Comparative Analysis of Feature Extraction Methods and Classification Algorithms

    Ramazan Kurşun, Elham Tahsın Yasın, Murat Köklü

    Innovations in Intelligent Systems and Applications Conference (ASYU'2023) InternationalFull Paper

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. Conference Paper

    The Effectiveness of Deep Learning Methods on Groundnut Disease Detection

    Ramazan Kurşun, Elham Tahsın Yasın, Murat Köklü

    11th International Conference on Advanced Technologies (ICAT'23) InternationalFull Paper

  11. Conference Paper

    Deep Learning-Based Classification of Black Gram Plant Leaf Diseases: A Comparative Study

    Elham Tahsın Yasın, Ramazan Kurşun, Murat Köklü

    11th International Conference on Advanced Technologies (ICAT'23) InternationalFull Paper

  12. Conference Paper

    Enhancing Quality Control: Defect State Classification of Taralli Biscuits with MobileNet-v2 and DenseNet-201

    Kemal Tütüncü, Elham Tahsın Yasın, Murat Köklü

    2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS) InternationalFull Paper

  13. Conference Paper

    Enhancing Explainability in Plant Disease Classification using Score-CAM: Improving Early Diagnosis for Agricultural Productivity

    Ramazan Kurşun, Murat Köklü

    12th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2023) InternationalFull Paper

  14. Conference Paper

    Detection of Defects in Soybean Seeds by Extracting Deep Features with Squeezenet

    Murat Köklü, Ramazan Kurşun, Elham Tahsin Yasin, Yavuz Selim Taşpınar

    12th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2023) InternationalFull Paper

  15. 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

  16. Conference Paper

    Utilizing Random Forests for the Classification of Pudina Leaves through Feature Extraction with InceptionV3 and VGG19

    Elham Tahsın Yasın, Murat Köklü

    International Conference on New Trends in Applied Sciences (ICONTAS’23) InternationalFull Paper

  17. Conference Paper

    Development of Voice and Face Recognition Based Security Software for Biometric Systems

    Emre Avuçlu, Murat Köklü

    International Conference on New Trends in Applied Sciences (ICONTAS’23) InternationalFull Paper

  18. 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

  19. 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

  20. 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 22

  1. Conference Paper

    Comparison of the Performances of Machine Learning Algorithms in Classification of Cardiotocography

    Emre Avuçlu, Murat Köklü

    10th International Conference on Advanced Technologies (ICAT'22) InternationalFull Paper

  2. Conference Paper

    Automatically Image Classification Based on a New CNN Architecture

    Öznur Özaltın, Murat Köklü, Aynur Yonar, Murtaza Özgür Yeniay

    III. International Applied Statistics Conference (UYIK'2022) InternationalFull Paper

  3. Conference Paper

    Classification of Hypertension Data Using Multinominal Logistics Regression Algorithm

    Emre Avuçlu, Murat Köklü

    10th International Conference on Advanced Technologies (ICAT'22) InternationalFull Paper

  4. 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

  5. Conference Paper

    Identification of Sheep Breeds by CNN- Based Pre-Trained Inceptionv3 Model

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

    2022 11th Mediterranean Conference on Embedded Computing (MECO) InternationalFull Paper

  6. Conference Paper

    Identification of Corneal Ulcers with Pre- Trained AlexNet Based on Transfer Learning

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

    2022 11th Mediterranean Conference on Embedded Computing (MECO) InternationalFull Paper

  7. Conference Paper

    Flower Recognition System with Optimized Features for Deep Features

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

    2022 11th Mediterranean Conference on Embedded Computing (MECO) InternationalFull Paper

  8. Conference Paper

    Edible and Poisonous Mushrooms Classification by Machine Learning Algorithms

    Kemal Tütüncü, İlkay Çınar, Ramazan Kurşun, Murat Köklü

    2022 11th Mediterranean Conference on Embedded Computing (MECO) InternationalFull Paper

  9. 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

  10. 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

  11. 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

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

  21. 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

  22. 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 12

  1. Conference Paper

    Feature Extraction and Recognition on Traffic Sign Images

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

    9th International Conference on Advanced Technologies (ICAT'20) InternationalAbstract Paper

  2. Conference Paper

    Gender Determination Using Voice Data

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

    9th International Conference on Advanced Technologies (ICAT'20) InternationalAbstract Paper

  3. Conference Paper

    Identification of English According with K-Nearest Neighbor Talked in Different Countries

    Yavuz Selim Taşpınar, Murat Köklü, Mustafa Altın

    9th International Conference on Advanced Technologies (ICAT'20) InternationalAbstract Paper

  4. Conference Paper

    Determination of Risk of Death Caused by Heart Failure by Random Forest Method

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

    9th International Conference on Advanced Technologies (ICAT'20) InternationalAbstract Paper

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. Conference Paper

    Fuzzy Based Noise Removal, Age Group and Gender Prediction with CNN

    Ali Tunç, Şakir Taşdemir, Murat Köklü

    International Conference on Intelligent and Fuzzy Systems (INFUS'20) InternationalFull Paper

2019 9

  1. Conference Paper

    Autistic Spectrum Disorder Classification Using Artificial Intelligence Techniques

    Mucahıd Mustafa Sarıtaş, Murat Köklü

    8th International Conference on Advanced Technologies (ICAT'19) InternationalAbstract Paper

  2. Conference Paper

    Fixed and Variable Angle Solar Energy Plant Analysis

    Oya Kılcı, Murat Köklü

    International Conference on Engineering Technologies (ICENTE'19) InternationalFull Paper

  3. Conference Paper

    Classification of Walnut Using Image Processing and Fuzzy Inference Method

    İlker Ali Özkan, Murat Köklü

    8th International Conference on Advanced Technologies (ICAT'19) InternationalFull Paper

  4. Conference Paper

    Tree based classification methods for occupancy detection

    Murat Köklü, Kemal Tütüncü

    International Conference on Engineering Research and Applications (ICERA-2019) InternationalFull Paper

  5. Conference Paper

    Survey of Engineering Students’ Cognitive Level of Industry 4.0

    Hakan Şahman, Abdurrahman Karabulut, Mehmet Akif Şahman, Murat Köklü, Kemal Tütüncü

    International Conference on Engineering Technologies (ICENTE’19) InternationalFull Paper

  6. 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

  7. 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

  8. 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

  9. 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 12

  1. Conference Paper

    Comparison of Different Machine Learning Methods in Breast Cancer Diagnosis

    Mucahıd Mustafa Sarıtaş, Murat Köklü

    International Conference on Engineering Technologies (ICENTE’18) InternationalFull Paper

  2. Conference Paper

    A Study on Thyroid Disease Diagnosis Using Artificial Neural Network with Firefly Training Algorithm

    İlker Ali Özkan, Murat Köklü

    7th International Conference on Advanced Technologies (ICAT’18) InternationalFull Paper

  3. Conference Paper

    Artificial Neural Network Approach for Heart Disease Prediction

    İlker Ali Özkan, Burak Tezcan, Murat Köklü

    3rd International Conference on Engineering Technology and Applied Sciences (ICETAS) InternationalFull Paper

  4. Conference Paper

    Performance Comparison of Machine Learning Methods in Terms of Indoor Location Estimation

    Muhammed Fahri Ünlerşen, Kadir Sabancı, Murat Köklü

    7th International Conference on Advanced Technologies (ICAT’18) InternationalFull Paper

  5. Conference Paper

    Prediction of Spinal Anomalies by Using Machine Learning Methods

    Kadir Sabancı, Murat Köklü, Muhammed Fahri Ünlerşen

    7th International Conference on Advanced Technologies (ICAT’18) InternationalFull Paper

  6. Conference Paper

    Fuzzy Logic Based Controller Design for Control of Ventilation Systems

    İlkay Çınar, İlker Ali Özkan, Murat Köklü

    International Conference on Engineering Technologies (ICENTE'18) InternationalFull Paper

  7. Conference Paper

    Examination of Machine Learning Methods in Hand Posture Estimation

    Muhammed Fahri Ünlerşen, Murat Köklü, Kadir Sabancı

    International Conferenceon Engineering Technologies (ICENTE'18) InternationalFull Paper

  8. 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

  9. 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

  10. Conference Paper

    Comparison of Various Machine Learning Methods on Wart Treatment Performance of Cryotherapy

    Kadir Sabancı, Murat Köklü, Muhammed Fahri Ünlerşen

    International Conference on Engineering Technologies (ICENTE'18) InternationalFull Paper

  11. 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

  12. 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 12

  1. Conference Paper

    A Comparative Performance Evaluation of Classification Techniques on Car Evaluation Dataset

    Murat Ciniviz, Murat Köklü

    5th International Conference on Advanced Technology Sciences (ICAT’17) InternationalAbstract Paper

  2. Conference Paper

    Prediction of Melanoma Disease Using Artificial Neural Network

    İlker Ali Özkan, Murat Köklü

    International Conference on Engineering Technologies (ICENTE’17) InternationalAbstract Paper

  3. Conference Paper

    Seed Quality Control by Using Artificial Neural Network

    Kadir Sabancı, Muhammed Fahri Ünlerşen, Murat Köklü

    5th International Conference on Advanced Technology Sciences (ICAT’17) InternationalFull Paper

  4. Conference Paper

    Predicting Seminal Quality with Artificial Neural Network

    İbrahim Ünal Sert, İlker Ali Özkan, Murat Köklü

    6th International Conference on Advanced Technology Sciences (ICAT'Riga) InternationalFull Paper

  5. Conference Paper

    Human Limb Movement Estimation by Artificial Neural Network Using Brain Wave Signals

    Murat Köklü, Kadir Sabancı, Muhammed Fahri Ünlerşen

    5th International Conference on Advanced Technology Sciences (ICAT’17) InternationalFull Paper

  6. Conference Paper

    Determination of Plant Species Using Various Artificial Neural Network Structures

    Muhammed Fahri Ünlerşen, Murat Köklü, Kadir Sabancı

    5th International Conference on Advanced Technology Sciences (ICAT’17) InternationalFull Paper

  7. Conference Paper

    A Comparative Study of Modeling of Chronic Kidney Disease Using Data Mining

    Arif Aydın, Murat Köklü, İlker Ali Özkan

    6th International Conference on Advanced Technology Sciences (ICAT'Riga) InternationalFull Paper

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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 12

  1. Conference Paper

    Classification of Heuristic Information by Using Machine Learning Algorithms

    Murat Köklü, Kadir Sabancı, Muhammed Fahri Ünlerşen

    3rd International Conference on Advanced Technology Sciences (ICAT’16) InternationalAbstract Paper

  2. Conference Paper

    Classification of Chronic Kidney Disease with Most Known Data Mining Methods

    Murat Köklü, Kemal Tütüncü

    45th ISER International Conference InternationalFull Paper

  3. Conference Paper

    Occupancy Detection Through Light Temperature Humidity And CO2 Sensors Using Ann

    Kemal Tütüncü, Özcan Çataltaş, Murat Köklü

    45th ISER International Conference InternationalFull Paper

  4. Conference Paper

    Performance Of Classification Techniques on Parkinson’s Disease

    İsmail Sarıtaş, Murat Köklü, Kemal Tütüncü

    45th ISER International Conference InternationalFull Paper

  5. Conference Paper

    Classification of Mesothelioma Disease with Data Mining Methods

    Murat Köklü

    4th International Conference on Advanced Technology Sciences (ICAT’Rome) InternationalAbstract Paper

  6. Conference Paper

    Classification of Credit Card Customers Payment Status by Using KNN and MLP Algorithms

    Murat Köklü, Kadir Sabancı

    3rd International Conference on Advanced Technology Sciences (ICAT’16) InternationalAbstract Paper

  7. Conference Paper

    Balance Control System Application for On Vehicle Mobile Crane

    Ramazan Kurşun, Adem Gölcük, Mustafa Büber, Murat Köklü

    3. International Conference on Advanced Technology & Sciences (ICAT'16) InternationalFull Paper

  8. Article

    Performance of Classification Techniques on Medical Datasets

    Murat Köklü, Kemal Tütüncü

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

  9. Conference Paper

    Comparison of Classification Techniques on Leaf Dataset

    Kemal Tütüncü, Murat Köklü, Özcan Çataltaş

    4th International Conference on Advanced Technology Sciences (ICAT’Rome) InternationalFull Paper

  10. Article

    Comparison of Classification Techniques on Dermatological Dataset

    Kemal Tütüncü, Murat Köklü

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

  11. 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

  12. 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 9

  1. Conference Paper

    Comparison of Classification Techniques on Dermatological Dataset

    Kemal Tütüncü, Murat Köklü

    3rd International Conference on Advances in Bio-Informatics and Enviromental Engineering (ICABEE’2015) InternationalFull Paper

  2. Conference Paper

    Performance of Classification Techniques on Medical Datasets

    Murat Köklü, Kemal Tütüncü

    3rd International Conference on Advances in Bio-Informatics and Enviromental Engineering (ICABEE’2015) InternationalFull Paper

  3. Conference Paper

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

    Kadir Sabancı, Murat Köklü

    2nd International Conference on Advanced Technology Sciences (ICAT’15) InternationalFull Paper

  4. 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

  5. Conference Paper

    A Study of Classification of Vertebral Column Disease

    Rıdvan Saraçoğlu, Murat Köklü

    2nd International Conference on Advanced Technology Sciences (ICAT’15) InternationalAbstract Paper

  6. Conference Paper

    Applications of Rule Based Classification Techniques for Thoracic Surgery

    Murat Köklü, Humar Kahramanlı Örnek, Novruz Allahverdi

    International Conference Management, Knowledge and Learning and Technology, Innovation and Industrial Management (MakeLearn and TIIM 2015) InternationalFull Paper

  7. 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

  8. 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

  9. 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 6

  1. Conference Paper

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

    Kadir Sabancı, Murat Köklü, Muhammed Fahri Ünlerşen

    International Conference on Advanced Technology Sciences (ICAT’14) InternationalFull Paper

  2. Conference Paper

    Survey of Classification Rule Extraction Algorithms - A Case Study

    Murat Köklü, Humar Kahramanlı Örnek, Novruz Allahverdi

    International Conference on Advanced Technology Sciences (ICAT’14) InternationalAbstract Paper

  3. Conference Paper

    Determination of Nitinol Fibers Performances by Means of Embedded Sytems

    Kadir Sabancı, Murat Köklü, Şerafettin Ekinci

    International Conference on Advanced Technology Sciences (ICAT’14) InternationalFull Paper

  4. 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

  5. Conference Paper

    Qualitative Bankruptcy Prediction Rules Using Artificial Intelligence Techniques

    Murat Köklü, Kemal Tütüncü

    International Conference on Challenges in IT, Engineering and Technology (ICCIET’2014) InternationalFull Paper

  6. Conference Paper

    A New Expert System Shell in Turkish Language for Training

    Kemal Tütüncü, Murat Köklü

    International Conference on Challenges in IT, Engineering and Technology (ICCIET’2014) InternationalFull Paper

2013 4

  1. Conference Paper

    Analysis of a Population of Diabetic Patients Databases with Classifiers

    Murat Köklü, Yavuz Ünal

    World Academy of Science, Engineering and Technology InternationalFull Paper

  2. Conference Paper

    Microcontroller Controlled Smart Irrigation System Design

    Kadir Sabancı, Murat Köklü, Cevat Aydın

    International Conference on Electronics Design and Manufacturing Technology (Mathematical Methods and Optimization Techniques in Engineering) InternationalFull Paper

  3. Conference Paper

    Classification Rule Extraction Using Artificial Immune System Clonalg and its Application

    Murat Köklü, Humar Kahramanlı Örnek, Novruz Allahverdi

    4th International Conference on Mathematical and Computational Applications (ICMCA-2013) InternationalFull Paper

  4. 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 5

  1. Conference Paper

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

    Yavuz Ünal, Murat Köklü, Ufuk Ekim

    International Conference on New Trends in Education and Their Implications InternationalFull Paper

  2. Conference Paper

    The Design of Online Question Bank for Programming Language

    Murat Köklü, Tahir Sağ

    International Academic Conferance, International Institute of Social and Economic Sciences (IISES) InternationalFull Paper

  3. Conference Paper

    Animation and Simulation Design for Electronics Circuit Course

    Kemal Tütüncü, Murat Köklü

    International Academic Conferance, International Institute of Social and Economic Sciences (IISES) InternationalFull Paper

  4. 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

  5. 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 5

  1. Conference Paper

    Distance Education of Graduates Statistic Lessons

    Murat Köklü, Aşır Genç

    International Conference on New Horizons in Education (INTE-2011) InternationalAbstract Paper

  2. Conference Paper

    The Design of Question Bank Based on Internet

    Kemal Tütüncü, Murat Köklü, Yavuz Ünal

    International Conference on New Horizons in Education (INTE-2011) InternationalAbstract Paper

  3. Article

    Distance Education of Graduates Statistic Lessons

    Murat Köklü, Aşır Genç

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

  4. 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

  5. Article

    Design of Question Bank Based on Internet

    Kemal Tütüncü, Murat Köklü, Yavuz Ünal

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

2010 9

  1. Conference Paper

    Üniversite Öğrencilerinin Ortak Zorunlu Derslerdeki Başarılarının K Means Algoritması ile İncelenmesi

    Yavuz Ünal, Ufuk Ekim, Murat Köklü

    Bilimde Modern Yöntemler Sempozyumu (BMYS) NationalFull Paper

  2. Conference Paper

    Examining the Factors that Affect the University Student's Attendance to the Socio-Cultural Activities by Using Data Mining

    Yavuz Ünal, Murat Köklü, Uğur Taşkıran

    4th International Computer and Instructional Technologies Symposium (ICITS-2010) InternationalFull Paper

  3. Conference Paper

    Application of Web Aided Education on Laboratory of The Introduction to Electronic Technologies Course

    Murat Köklü, Uğur Taşkıran, Yavuz Ünal

    4th International Computer and Instructional Technologies Symposium (ICITS-2010) InternationalFull Paper

  4. Conference Paper

    Web Aided Teaching of Circuit Analysis Laboratory Courses

    Murat Köklü, Uğur Taşkıran, Yavuz Ünal

    10th International Educational Technology Conference (IETC-2010) InternationalFull Paper

  5. Conference Paper

    Web Aided Training of Measurement Devices and Circuit Elements Used in Electronics Laboratories

    Murat Köklü, Uğur Taşkıran, Yavuz Ünal

    10th International Educational Technology Conference (IETC-2010) InternationalFull Paper

  6. Conference Paper

    A Study to Identify the Level of Technology use on Vocaitonal Area in Primery Education Inspectors Via the Methods of Data Mining Sample of The Blacksea Region

    Murat Köklü, Ömer Yılmaz, Necmi Eşgi, Yavuz Ünal

    10th International Educational Technology Conference (IETC-2010) InternationalFull Paper

  7. Conference Paper

    Appliying Aprori Algorithm for the Data of Traffic Accident (Sample for the City Centre of Konya)

    Yavuz Ünal, Murat Köklü, Hakan Işık

    Internatonal Symposium on Inovatons in Intelligent Systems and Applications (INISTA) InternationalFull Paper

  8. Conference Paper

    Application of Data Mining Techniques on Backpain Patient Data

    Yavuz Ünal, Murat Köklü, Uğur Taşkıran

    International Science Technology Conference (ISTEC-2010) InternationalFull Paper

  9. Conference Paper

    Analysis of Influence of Types of the High School Students Attend on the Lectures of Specialised Field They Take by Dataminig Methods Sample of Selcuk University

    Yavuz Ünal, Murat Köklü, Hakan Işık

    Internatonal Symposium on Inovatons in Intelligent Systems and Applications (INISTA) InternationalFull Paper

2008 2

  1. Conference Paper

    Elektronik Derslerinin Laboratuarında Bulunan Cihazların Kullanımı İçin Materyallerin Hazırlanması

    Murat Köklü, Süleyman Alpaslan Sulak

    8th International Educational Technology Conference (IETC-2008) InternationalAbstract Paper

  2. Conference Paper

    Determinations of Egg Shell Cracks Using a Pendulum Testing of Table Eggs

    Cevat Aydın, Murat Köklü, İskender Yıldırım

    10th International Congress on Mechanization and Energy in Agriculture InternationalFull Paper

2005 4

  1. Conference Paper

    Uzaktan Eğitim İle Text Tabanlı Programlama Dili Derslerinin Verilmesi

    Fatih Başçiftçi, Murat Köklü

    5th International Educational Technology Conference (IETC-2005) NationalFull Paper

  2. Conference Paper

    Uzman Sistem Yardımıyla Network Arıza Tesbiti

    Yavuz Ünal, Murat Köklü, Hakan Işık, Mustafa Nevzat Örnek

    4th International Advanced Technologies Symposium (IATS-2005) NationalFull Paper

  3. Conference Paper

    Görsel Programlama Dillerinin Uzaktan Eğitimle Verilmesi

    Murat Köklü, Fatih Başçiftçi

    5th International Educational Technology Conference (IETC-2005) NationalFull Paper

  4. Conference Paper

    İnternet Ortamında İstatistik Eğitimi

    Murat Köklü, Aşır Genç

    4th International Advanced Technologies Symposium (IATS-2005) NationalFull Paper

2004 2

  1. Conference Paper

    Distance Learning Productivity

    Fatih Başçiftçi, Murat Köklü

    3rd FAE International Symposium InternationalFull Paper

  2. Conference Paper

    İstatistiksel Paket Programların Simülasyon Yardımıyla Performanslarının Değerlendirilmesi

    Murat Köklü, Aşır Genç, Fatih Başçiftçi

    4th International Educational Technology Conference (IETC-2004) NationalFull Paper

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