WH.Research

Our research, on the record.

Our papers, theses, and research outputs cover time-series forecasting, knowledge graphs, language models, computer vision, digital twins, and EEG-based health monitoring. Alongside the systems we build for clients, we keep contributing to science, choosing problems with a positive impact on society.

Peer-reviewed 4Thesis 1Conference paper 7Preprint 2Research output 3

  • Digital twin-based reference architecture for smart greenhouses

    G Soykan, Ö Babur, Q Liu, B Tekinerdogan

    Research outputDigital Twins, 341–367 (Elsevier)2026
    • Agriculture
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  • ExoPrompt: transformer-based greenhouse climate forecasting with structured conditioning and physics-based simulation

    G Soykan, Ö Babur, Q Liu, B Tekinerdogan

    Peer-reviewedComputers and Electronics in Agriculture, 246, 1116732026
    • Agriculture
    • AI
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  • Data and model checkpoints from: ExoPrompt: transformer-based greenhouse climate forecasting with structured conditioning and physics-based simulation

    G Soykan, Ö Babur, Q Liu, B Tekinerdogan

    Research output4TU.ResearchData2026
    • Agriculture
    • AI
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  • Improved drowsiness detection in drivers through optimum pairing of EEG features using an optimal EEG channel comparable to a multichannel EEG system

    R Minhas, NY Peker, MA Hakkoz, S Arbatli, Y Celik, CE Erdem, Y Peker, B Semiz

    Peer-reviewedMedical & Biological Engineering & Computing, 63(10), 3019–30362025
    • Health
    • AI
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  • Extended: neuro-inspired large-scale knowledge graph construction for Wikipedia

    MA Hakkoz, S Macit, G Soykan

    Research outputResearch proposal, Wikimedia Research Fund 2025 (OpenReview)2025
    • AI
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  • Association of visual-based signals with electroencephalography patterns in enhancing the drowsiness detection in drivers with obstructive sleep apnea

    R Minhas, NY Peker, MA Hakkoz, S Arbatli, Y Celik, CE Erdem, B Semiz, Y Peker

    Peer-reviewedSensors, 24(8), 26252024
    • Health
    • AI
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  • Performance improvement of regional agricultural forecasts with PECNET and state-space model

    MA Hakkoz, S Macit, BB Üstündag

    Conference paper2024 12th International Conference on Agro-Geoinformatics, 1–6 (IEEE)2024
    • Agriculture
    • AI
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  • Handling missing values in mixed panel financial data: a comparison of different techniques

    C Ekinci, MA Hakkoz, Ü Kıran, S Seker

    Conference paperPressAcademia Procedia, 18(1), 103–1042024
    • Finance
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  • A comprehensive gold standard and benchmark for comics text detection and recognition

    G Soykan, D Yuret, TM Sezgin

    Conference paperDocument Analysis and Recognition – ICDAR 2024 Workshops, 168–197 (Springer LNCS)2024
    • AI
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  • Spatially augmented speech bubble to character association via comic multi-task learning

    G Soykan, D Yuret, TM Sezgin

    Conference paperDocument Analysis and Recognition – ICDAR 2024 Workshops, 231–256 (Springer LNCS)2024
    • AI
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  • ComicBERT: a transformer model and pre-training strategy for contextual understanding in comics

    G Soykan, D Yuret, TM Sezgin

    Conference paperDocument Analysis and Recognition – ICDAR 2024 Workshops, 257–281 (Springer LNCS)2024
    • AI
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  • Linguistically-informed multilingual instruction tuning: is there an optimal set of languages to tune?

    G Soykan, GG Şahin

    PreprintarXiv:2410.078092024
    • AI
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  • Predictive error compensated wavelet neural networks framework for time series prediction

    S Macit

    ThesisMSc thesis, İstanbul Technical University Graduate School2024
    • Finance
    • AI
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  • Identity-aware semi-supervised learning for comic character re-identification

    G Soykan, D Yuret, TM Sezgin

    PreprintarXiv:2308.090962023
    • AI
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  • Performance improvement in time series prediction through PECNET framework

    S Macit, BB Üstündağ

    Conference paper2023 International Conference on Machine Learning and Applications (ICMLA), 1601–1605 (IEEE)2023
    • AI
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  • Identifying topic-based opinion leaders in social networks by content and user information

    AB Altinel, MA Hakkoz, EB Bozdag, MC Ganiz

    Peer-reviewedInternational Journal of Intelligent Systems and Applications in Engineering, 8(4), 214–2202020
    • Social Science
    • AI
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  • An implementation of image processing web services for distributed systems

    R Bostancı, L Ergüder, S Macit, A Sayar

    Conference paperInternational Science and Technology Conference (ISTEC 2011), İstanbul, 163–1692011
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