Publications
2026
Routing Subspaces: Auditing Evaluation-to-Deployment Mismatch in Fine-Tuned Language Models
NeurIPS 2026, Main Track (accepted)
Taxonomic and Spatial Geometry in Phytoplankton Monitoring Data
Geometric Distributional Deep Learning Workshop at NeurIPS (accepted)
Challenges in Deep Learning-Based Small Organ Segmentation A Benchmarking Perspective for Medical Research with Limited Datasets
Biomedical Signal Processing and Control 128 (111226), https://doi.org/10 …
CAKE: Cloud Architecture Knowledge Evaluation of Large Language Models
IEEE 23rd International Conference on Software Architecture Companion (ICSA …
A Reference Architecture for Agentic Hybrid Retrieval in Dataset Search
IEEE 23rd International Conference on Software Architecture Companion (ICSA …
PIPER: Content-Based Table Search via Profiling and LLM-Generated Pseudoqueries
International Conference on Database and Expert Systems Applications, 197-212
Faithful or Findable? Evaluating LLM-Generated Metadata for RDF Dataset Search
arXiv preprint arXiv:2607.05970
Architecture Without Architects: How AI Coding Agents Shape Software Architecture
2026 IEEE 23rd International Conference on Software Architecture Companion …
Comparing post-acquisition methods for Raman-based mineral identification of particles in yellow earth pigments
Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 128238
Why Neighborhoods Matter: Traversal Context and Provenance in Agentic GraphRAG
arXiv preprint arXiv:2605.15109
Acceptance Cards: A Four-Diagnostic Standard for Safe Fine-Tuning Defense Claims
arXiv preprint arXiv:2605.10575
The Open-Box Fallacy: Why AI Deployment Needs a Calibrated Verification Regime
arXiv preprint arXiv:2605.10601
Non-Destructive Prediction of Fruit Ripeness and Firmness Using Hyperspectral Imaging and Lightweight Machine Learning Models
arXiv preprint arXiv:2604.22788
Data-driven warranty modeling for multi-state deteriorating products with stochastic repair times
Reliability Engineering & System Safety, 112679
GenAI Integration into Engineering Education: A Case Study of an Introductory Undergraduate Engineering Course
arXiv preprint arXiv:2603.13269
A Path Already Walked: On Inheriting Network-Neuroscience Tools for Mechanistic Interpretability
Mechanistic Interpretability Workshop at ICML 2026
Decoded but Unused: Instruction Tuning Routes Moral Framing into the Judgment Readout
Mechanistic Interpretability Workshop at ICML 2026
Self-Reports Do Not Identify Self-Models: An Identifiability Test for Counterfactual Reports
ICML 2026 Workshop: Philosophy Meets Machine Learning
2025
A big data analytics system for predicting suicidal ideation in real-time based on social media streaming data
14th International Conference on Data Science, Technology and Applications …
Poe-ml: An automated pipeline for optimization and evaluation of machine learning
2025 IEEE 22nd International Conference on Software Architecture Companion …
Beyond Major Floods: Deep Learning for Detecting Shallow Water Inundation in Agricultural Areas
Procedia Computer Science 270, 301-310
Benchmarking Post-Acquisition Methods for Raman-Based Mineral Identification in Yellow Earth Pigments
Available at SSRN 5390474
2024
Enhancing retrieval-augmented generation accuracy with dynamic chunking and optimized vector search
Orclever Proceedings of Research and Development 5 (1), 215-225
A Sentiment Analysis of Emergency Online Special Education after COVID Mass Vaccinations Started
Turkish Special Education Journal: International
Developing linguistic patterns to mitigate inherent human bias in offensive language detection
Turkish Journal of Electrical Engineering and Computer Sciences 32 (6), 829-848
2023
Remaining Useful Lifetime Prediction for Predictive Maintenance in Manufacturing
Computers & Industrial Engineering
Beyond known reality: Exploiting counterfactual explanations for medical research
arXiv preprint arXiv:2307.02131
A blockchain-based secure mutual authentication system for e-government services
2023 3rd International Scientific Conference of Engineering Sciences (ISCES …
A Hybrid and Scalable Sentiment Analysis Framework: Case of Russo-Ukrainian War
2023 3rd International Scientific Conference of Engineering Sciences (ISCES …
Sentiments towards Emergency Remote Teaching on Twitter: A Longitudinal Comparative Sentiment Analysis
Research on Education and Psychology 7 (Special Issue), 1-21
2022
Linguistic-based data augmentation approach for offensive language detection
2022 7th International Conference on Computer Science and Engineering (UBMK …
Deep transfer learning and data augmentation for food image classification
2022 Iraqi International Conference on Communication and Information …
An experimental and comparative benchmark study examining resource utilization in managed Hadoop context
Cluster Computing, 1-25
Applications of Artificial Intelligence in Short-Term and Long-Term Forecasting Techniques
Applications of Artificial Intelligence in Planning and Operation of Smart …
2021
Siber Güvenlik ve Savunma: Blokzincir ve Kriptoloji
Nobel Akademik Yayıncılık Eğitim Danışmanlık Tic. Ltd. Şti
Kimlik Sistemlerinde Blokzincir Kullanimi
Siber Güvenlik ve Savunma: Blokzincir ve Kriptoloji, 117-164
A review of spam detection in social media
2021 6th International Conference on Computer Science and Engineering (UBMK …
A minimal information model for potential drug-drug interactions
Frontiers in pharmacology 11, 608068
Predictive Maintenance System for Production Lines in Manufacturing: A Machine Learning Approach Using IoT Data in Real-Time
Expert Systems with Applications, 114598
2020
Sigorta Sektöründe Sahte Hasarların Tahmini İçin Geliştirilen Makine Öğrenmesi Modellerinin Kıyaslanması
Bilişim Teknolojileri Dergisi 13 (4), 479-489
Forecasting Electricity Consumption Using Deep Learning Methods with Hyperparameter Tuning. Hiperparametre Ayarlı Derin Öğrenme Yöntemleri ile Elektrik Tüketiminin Tahmini.
Türkiye’de firmaların büyük veri teknolojileri bilinirliği ve kullanımı analizi
Avrupa Bilim ve Teknoloji Dergisi, 728-737
Makine Öğrenmesi ile Tahmin: Akademik Başarı Örneği
Pegem A Yayıncılık
Software Architecture Patterns in Big Data: Transition From Monolithic Architecture to Microservices
Applications and Approaches to Object-Oriented Software Design: Emerging …
Prediction of drug–drug interactions by using profile fingerprint vectors and protein similarities
Healthcare informatics research 26 (1), 42-49
2019
A negative similarity based hybrid recommender system using apache spark
Proceedings of the 3rd International Conference on Advances in Artificial …
Private key encryption and recovery in blockchain
arXiv preprint arXiv:1907.04156
Clinical significance of weight changes at diagnosis in solid tumours
Supportive Care in Cancer 27 (7), 2725-2733
Towards a Blockchain based digital identity verification, record attestation and record sharing system
arXiv preprint arXiv:1906.09791
Witness of Things: Blockchain-based distributed decision record-keeping system for autonomous vehicles
International Journal of Intelligent Unmanned Systems 7 (2), 72-87
Understanding the purchase behaviour of Turkish consumers in B2C e-commerce
International Journal of Intelligent Systems and Applications in Engineering …
Dynamic Discovery of Type Classes and Relations in Semantic Web Data
Journal on Data Semantics 8 (1), 57-75
An improved method of locality-sensitive hashing for scalable instance matching
Knowledge and Information Systems 58 (2), 275-294
Türkçe Duygu Kütüphanesi Geliştirme: Sosyal Medya Verileriyle Duygu Analizi Çalışması
Avrupa Bilim ve Teknoloji Dergisi, 51-60
2018
Serum C-reactive protein is an important and powerful prognostic biomarker in most adult solid tumors
PloS one 13 (8), e0202555
A scalable streaming big data architecture for real-time sentiment analysis
Proceedings of the 2018 2nd international conference on cloud and big data …
An approach for information discovery using ontology in semantic web content
Proceedings of the 1st International Conference on Information Science and …
Sentiment analysis on Twitter: A text mining approach to the Syrian refugee crisis
Telematics and Informatics 35 (1), 136-147
2017
A Suggestion-based RDF Instance Matching System
International Journal of Computer Theory and Engineering 9 (5), 380-384
Using RDF summary graph for keyword-based semantic searches
Proceedings of the 5th International Conference on Advanced Technology …
A deep learning approach for optimization of systematic signal detection in financial trading systems with big data
International Journal of Intelligent Systems and Applications in Engineering …
Drug-drug interaction discovery and demystification using Semantic Web technologies
Journal of the American Medical Informatics Association 24 (3), 556-564
Elektronik Harp İle Toplanan Verilerin Veri Madenciliği Yöntemleri İle Analiz Edilmesi
Acta INFOLOGICA 1 (1), 12-22
The Effects of Emoji in Sentiment Analysis
International Journal of Computer Electrical Engineering(IJCEE) 9 (1), 360-369
2015
Automatic Weight Generation and Class Predicate Stability in RDF Summary Graphs.
IESD@ ISWC
Building summary graphs of rdf data in semantic web
2015 IEEE 39th Annual Computer Software and Applications Conference 2, 686-691
Toward a complete dataset of drug–drug interaction information from publicly available sources
Journal of biomedical informatics 55, 206-217
NEAR NEIGHBOR EXPLORATIONS FOR KEYWORD-BASED SEMANTIC SEARCHES USING RDF SUMMARY GRAPH
Kent State University
2014
Drug-drug interaction data source survey and linking
AMIA Summits on Translational Science Proceedings 2014, 16