Yayınlar
Bölümümüz öğretim üye ve elemanları tarafından yayımlanmış akademik çalışmalar:
| YIL | YAYIN ADI | YAZARLAR |
| 2025 | RNA m6A Modifikasyon Bölgelerinin Sınıflandırılması için Öznitelik Çıkarma ve Boyut Azaltma Yöntemlerinin Karşılaştırılması | Batuhan Nuray, Volkan Altuntaş |
| 2025 | DeepTFBS: A hybrid model using deep learning methods for transcription factor binding sites prediction | Ayşegül Hatipoğlu, Volkan Altuntaş |
| 2024 | COMPARISON OF MACHINE LEARNING ALGORITHMS FOR HEART DISEASE PREDICTION | Ayat Bahaa Abdulhussein, Turgay Tugay Bilgin |
| 2024 | Design and Implementation of a Tailored Dealer Management System (DMS) for the Automotive Industry | Bora Beken, Muhammed Mustafa Temel, Özge Abduloğlu, Turgay Bilgin |
| 2024 | Forecasting urban forest recreation areas in Turkey using machine learning methods | Mehmet Cüneyt Özbalcı, Sena Dikici, Turgay Tugay Bilgin |
| 2024 | Uyku Sağlığı ile Yaşam Tarzı Arasındaki İlişkinin PCA, Naive Bayes ve Rastgele Orman Ağaçları Yöntemleri ile İncelenmesi ve Karşılaştırılması | Serkan Ayan, Turgay Tugay Bilgin |
| 2024 | Comparative Analysis of CatBoost and BiLSTM Models for Day-Ahead Electricity Consumption Forecasting: A Case Study of Aydın, Denizli and Muğla Regions in Turkey | Hakan Elbaş, Turgay Tugay Bilgin |
| 2024 | DOĞAL DİL METİNLERİNDEN PROGRAMLAMA DİLİ KODU OLUŞTURMA ÇALIŞMALARI: BİR DERLEME ÇALIŞMASI | Ayşegül Hatipoğlu, Turgay Tugay Bilgin |
| 2024 | Laptop Price Range Prediction with Machine Learning Methods | Yasin Karakuş, Turgay Tugay Bilgin |
| 2024 | Makine Öğrenmesi Yöntemleri ile GTZAN Veri Kümesine Ait Müzik Türlerinin Sınıflandırılması | Mehmet Cüneyt Özbalcı, Hasan Şahin, Turgay Tugay Bilgin |
| 2024 | ENHANCING MULTI-CLASS TEXT CLASSIFICATION WITH APRIORI-BASED FEATURE SELECTION | Maide Feyza Er, Turgay Tugay Bilgin |
| 2024 | Low-Cost Embedded System Design for Smart Home Automation Using RF Technology | Erdem Yavuz |
| 2024 | NodeVector: A Novel Network Node Vectorization with Graph Analysis and Deep Learning | Volkan Altuntaş |
| 2024 | Biyolojik Protein Fonksiyon Tahmin İşleminde Orange Veri Analizi Aracının Kullanımıyla Makine Öğrenmesi Algoritmalarının Performanslarının Değerlendirilmesi | Ceren Akman Yaman, Volkan Altuntaş |
| 2024 | Deep learning-based modelling of pyrolysis | Alper Ozcan, Ahmet Kasif, Ismail Veli Sezgin, Cagatay Catal, Muhammad Sanwal, Hasan Merdun |
| 2024 | Turkish Classical Music Composition with LSTM Self-Attention | Ahmet Kaşif, Selçuk Sevgen |
| 2024 | Evaluation of the effect of the defuzzification method on the performance of fuzzy inference systems | Mustafa Özgür Cingiz, Fatih Ates |
| 2024 | Ensemble decision of local similarity indices on the biological network for disease related gene prediction | Mustafa Özgür Cingiz |
| 2024 | Improving Breast Cancer Detection With Upsampling And Resizing Algorithms In Image Processing | Atakan Göçer, Mustafa Özgür Cingiz |
| 2024 | The Effect of Random Subset Ratio on Classification Performance in Random Subspaces Classifier | Mustafa Özgür Cingiz |
| 2024 | LBSA-DRIVER: A Novel Approach to Identifying Cancer Driver Genes Using List-Based Simulated Annealing | YILMAZ Atay, Lionel Ngobesing, Mustafa Cingiz |
| 2024 | Deep Learning Based Color and Style Transfer: A Review and Challenges | Melike Bektaş Kösesoy, Seçkin Yılmaz |
| 2024 | Automated machine learning for fabric quality prediction: a comparative analysis | Ahmet Metin, Turgay Tugay Bilgin |
| 2024 | Hybrid Deep Neural Network for Electric Vehicle State of Charge Estimation | Onur Kadem, Hasibe Candan, Jongrae Kim |
| 2024 | HIERARCHICAL MULTI-HEAD ATTENTION LSTM FOR POLYPHONIC SYMBOLIC MELODY GENERATION | AHMET KAŞİF, SELÇUK SEVGEN, ALPER ÖZCAN, ÇAĞATAY ÇATAL |
| 2023 | COMPARISON OF PERFORMANCE OF DIFFERENT K VALUES WITH K-FOLD CROSS VALIDATION IN A GRAPH-BASED LEARNING MODEL FOR INCRNA-DISEASE PREDICTION | ZEYNEP BARUT, VOLKAN ALTUNTAŞ |
| 2023 | APPLIED COMPARISON OF STRING MATCHING ALGORITHMS | ZEYNEP BARUT, VOLKAN ALTUNTAŞ |
| 2023 | A PORTABLE MULTISPECTRAL VEIN IMAGING SYSTEM | HAYDAR ÖZKAN |
| 2023 | RENK TUTARSIZLIĞI PROBLEMLERİ VE ÇÖZÜMLERİ: BİR ARAŞTIRMA | TURGAY TUGAY BİLGİN, MELİKE BEKTAŞ KÖSESOY, SEÇKİN YILMAZ |
| 2023 | KONUT FIYATLARININ TAHMINI IÇIN POLINOMSAL REGRESYON VE YAPAY SINIR AĞLARI YÖNTEMLERININ UYGULAMALI KARŞILAŞTIRILMASI | TURGAY TUGAY BİLGİN, ZEYNEP BARUT |
| 2023 | ANALYSIS OF CYBER SECURITY KNOWLEDGE GAPS BASED ON CYBER SECURITY BODY OF KNOWLEDGE | ÇAĞATAY ÇATAL, ALPER ÖZCAN, EMRAH DÖNMEZ, AHMET KAŞİF |
| 2023 | TEMPORAL FUSION TRANSFORMER-BASED PREDICTION IN AQUAPONICS | AHMET METİN, AHMET KAŞİF, ÇAĞATAY ÇATAL |
| 2023 | DEEP LEARNING-BASED MODELLING OF PYROLYSIS | ALPER ÖZCAN, AHMET KAŞİF, İSMAİL VELİ SEZGİN, ÇAĞATAY ÇATAL, HASAN MERDUN |
| 2023 | BREAST CANCER PREDICTION WITH ARTIFICIAL INTELLIGENCE BASED CLINICAL DECISION SUPPORT SYSTEM | HASİBE CANDAN, HASAN ŞAHİN |
| 2023 | YAPAY SINIR AĞLARI KULLANILARAK PROTEIN KATLANMASI TANIMA | SENA DİKİCİ, VOLKAN ALTUNTAŞ |
| 2023 | A COMPARATIVE EVALUTION ON THE PREDICTION PERFORMANCE OF REGRESSION ALGORITHMS IN MACHINE LEARNING FOR DIE DESIGN COST ESTIMATION | HASAN ŞAHİN, ŞEYMA DOĞRU, GÜL ÇİÇEK ZENGİN BİNTAŞ |
| 2023 | PREDICTION OF CANCER IN DNA SEQUENCES USING UNSUPERVISED LEARNING METHODS | ŞEYMA DOĞRU, VOLKAN ALTUNTAŞ |
| 2023 | PREVENTING CRIME AND TERRORIST ACTIVITIES WITH A NEW ANOMALY DETECTION APPROACH BASED ON OUTFIT | SEÇKİN YILMAZ, YUSUF KAYIPMAZ, RÜYA ŞAMLI |
| 2023 | AN EFFICIENT REGULAR EXPRESSION INFERENCE APPROACH FOR RELEVANT IMAGE EXTRACTION | HAYRİ VOLKAN AGUN, ERDİNÇ UZUN |
| 2023 | WEBCOLLECTIVES: A LIGHT REGULAR EXPRESSION BASED WEB CONTENT EXTRACTOR IN JAVA | HAYRİ VOLKAN AGUN |
| 2023 | A SPATIO-TEMPORAL APPROACH FOR DETERMINING INDIVIDUAL'S COVID-19 RISKS | HAYRİ VOLKAN AGUN |
| 2023 | K- STRONG INFERENCE ALGORITHM: A HYBRID INFORMATION THEORY BASED GENE NETWORK INFERENCE ALGORITHM | MUSTAFA ÖZGÜR CİNGİZ |
| 2023 | COMPREHENSIVE SURVEY OF THE SOLVING PUZZLE PROBLEMS | SEÇKİN YILMAZ, VASİF NABİYEV |
| 2022 | USER REACTIONS ABOUT WILDFIRES ON TWITTER | RIDVAN YAYLA, TURGAY TUGAY BİLGİN |
| 2022 | PERFORMANCE COMPARISON OF MODEL STORAGE FORMATS FOR DEPLOYING DATA MINING MODELS | TURGAY TUGAY BİLGİN |
| 2022 | A CASE STUDY ON THE RELATIONSHIP BETWEEN WATER QUALITY PARAMETERS: BURSA | ERGÜN GÜMÜŞ |
| 2022 | A COMPARATIVE STUDY ON THE PERFORMANCE ANALYSIS OF FEATURE EXTRACTORS USED IN AUGMENTED REALITY APPLICATIONS UNDER VARIOUS IMAGE CONDITIONS | CEREN AKMAN YAMAN, ERGÜN GÜMÜŞ |
| 2022 | SIBER GÜVENLIKTE YAPAY ZEKANIN ROLÜ VE ÖNEMI: BIR DERLEME | HASİBE CANDAN, EMRE SADIKOĞLU, EMİNE CENGİZ |
| 2022 | ADAPTATION OF THE FOUR LEVELS OF TEST MATURITY MODEL INTEGRATION WITH AGILE AND RISK-BASED TEST TECHNIQUES | MUSTAFA ÖZGÜR CİNGİZ, OYA KALIPSIZ |
| 2022 | A COMPARATIVE STUDY OF AUTOENCODER APPROACHES TO THE DATA SPARSITY PROBLEM IN RECOMMENDER SYSTEMS | MUSTAFA ÖZGÜR CİNGİZ |
| 2022 | A CLASSIFICATION APPROACH WITH MACHINE LEARNING METHODS FOR TECHNICAL PROBLEMS OF DISTANCE EDUCATION: TURKEY EXAMPLE | RIDVAN YAYLA, TURGAY TUGAY BİLGİN |
| 2021 | THE INVESTIGATION OF THE SUCCESS OF DIFFERENT MACHINE LEARNING METHODS IN BREAST CANCER DIAGNOSIS | TURGAY TUGAY BİLGİN |
| 2021 | CONCEPTUAL DESIGN OF PYTHON IDE WITH EMBEDDED TURKISH SPOKEN CHATBOT THAT ANALYZES AND CORRECTS THE SYNTAX ERRORS | TURGAY TUGAY BİLGİN, ERDEM YAVUZ |
| 2021 | DETERMINING OF THE USER ATTITUDES ON MOBILE SECURITY PROGRAMS WITH MACHINE LEARNING METHODS | RIDVAN YAYLA, TURGAY TUGAY BİLGİN |
| 2021 | A NEW PARALLEL PROCESSING ARCHITECTURE FOR ACCELERATING IMAGE ENCRYPTION BASED ON CHAOS | ERDEM YAVUZ |
| 2021 | CLUSTERED MOBILE DATA COLLECTION IN WSNS: AN ENERGY-DELAY TRADE-OFF | İZZET FATİH ŞENTÜRK |
| 2021 | ENERGY LOAD FORECASTING USING A DUAL-STAGE ATTENTION-BASED RECURRENT NEURAL NETWORK | ALPER ÖZCAN, ÇAĞATAY ÇATAL, AHMET KAŞİF |
| 2021 | A FIREWALL POLICY ANOMALY DETECTION FRAMEWORK FOR RELIABLE NETWORK SECURITY | AHMET KAŞİF, ÇAĞATAY ÇATAL |
| 2021 | THE PERFORMANCE COMPARISON OF GENE CO-EXPRESSION NETWORKS OF BREAST AND PROSTATE CANCER USING DIFFERENT SELECTION CRITERIA | MUSTAFA ÖZGÜR CİNGİZ, GÖKSEL BİRİCİK, BANU DİRİ |
| 2021 | NORMALIZASYON YÖNTEMLERININ RNA- SEQ VERILERI ÜZERINDE ÇIKARILAN GEN BIRLIKTE İFADE EDILME AĞLARININ PERFORMANSINA ETKISI | MUSTAFA ÖZGÜR CİNGİZ |
| 2021 | KULLANICI TABANLI VE ÖĞE TABANLI İŞBIRLIKÇI FILTRELEME ILE KÜMELEME ALGORITMALARININ DEĞERLENDIRILMESI | MUSTAFA ÖZGÜR CİNGİZ |
| 2021 | SENTIMENT ANALYSIS OF COVID-19 RELATED CONTENTS IN MICROBLOGS | MUSTAFA ÖZGÜR CİNGİZ |
| 2021 | RGO / MNO2 / POLYTERTHIOPHENE TERNARY COMPOSITE: PORE SIZE CONTROL, ELECTROCHEMICAL SUPERCAPACITOR BEHAVIOR AND EQUIVALENT CIRCUIT MODEL ANALYSIS | MURAT ATEŞ, HAYDAR ÖZKAN |
| 2020 | A PORTABLE WEARABLE TELE-ECG MONITORING SYSTEM | HAYDAR ÖZKAN, ORHAN ÖZHAN |
| 2020 | AN EFFECTIVE APPROACH FOR BREAST CANCER DIAGNOSIS BASED ON ROUTINE BLOOD ANALYSIS FEATURES | ERDEM YAVUZ, CAN EYÜPOĞLU |
| 2020 | KANSER TEŞHISI IÇIN MAKINE ÖĞRENMESI TEKNIKLERINE DAYALI YENI BIR SINIFLANDIRMA METODU | CAN EYÜPOĞLU, ERDEM YAVUZ |
| 2020 | A STEINER ZONE APPROACH FOR MOBILE DATA COLLECTION IN PARTITIONED WIRELESS SENSOR NETWORKS | İZZET FATİH ŞENTÜRK |
| 2020 | MOBILE DATA COLLECTION IN SMART CITY APPLICATIONS: THE IMPACT OF PRECEDENCE-BASED ROUTE PLANNING ON DATA LATENCY | İZZET FATİH ŞENTÜRK |
| 2020 | AUTOMATICALLY DISCOVERING RELEVANT IMAGES FROM WEB PAGES | ERDİNÇ UZUN, ERKAN ÖZHAN, HAYRİ VOLKAN AGUN, TARIK YERLİKAYA, HALİL NUSRET BULUŞ |
| 2020 | KAVRAMLAR ARASI WORDNET TABANLI ANLAMSAL BENZERLIK DEĞERLERININ FARKLI METRIKLERLE DEĞERLENDIRILMESI | MUSTAFA ÖZGÜR CİNGİZ |
| 2019 | IMPROVING INITIAL FLATTENING OF CONVEX-SHAPED FREE-FORM MESH SURFACE PATCHES USING A DYNAMIC VIRTUAL BOUNDARY | ERDEM YAVUZ, RIFAT YAZICI, MUSTAFA CEM KASAPBAŞI, TURGAY TUGAY BİLGİN |
| 2019 | PARTITION-AWARE CENTRALITY MEASURES FOR CONNECTIVITY RESTORATION IN MOBILE SENSOR NETWORKS | İZZET FATİH ŞENTÜRK |
| 2019 | DANIŞMANLI VE YARI DANIŞMANLI ÖĞRENME KULLANARAK DOKÜMAN VEKTÖRLERI TABANLI TWEETLERIN DUYGU ANALIZI | METİN BİLGİN, İZZET FATİH ŞENTÜRK |
| 2019 | TWO-TIER COMBINATORIAL STRUCTURE TO INTEGRATE VARIOUS GENE CO-EXPRESSION NETWORKS OF PROSTATE CANCER | MUSTAFA ÖZGÜR CİNGİZ, BANU DİRİ |
| 2018 | SELECTION OF SPECTRAL FEATURES FOR LAND COVER TYPE CLASSIFICATION | ERGÜN GÜMÜŞ, PINAR KIRCI |