publications

Journal articles, conference papers and datasets, newest first.

2026

  1. Low-cost and labour-efficient innovations in household recycling of organic wastes for soil improvement
    J. Smith, U. A. Naher, K. R. Dahal, and 5 more authors
    Environmental Research Communications, 2026
  2. Plant Trait-Mediated Water-table Thresholds in Peatland Carbon Flux Dynamics
    H. Chen, D. Bittner, L. Thompson, and 3 more authors
    In EGU General Assembly 2026 (EGU26), 2026
  3. Assessing the impact of nature-based solutions on soil health in sub-Saharan Africa through farmer-centred methods
    D. Bittner, J. Smith, G. Leontidis, and 5 more authors
    Environmental Research Letters, 2026

2025

  1. Dynamics of methane flux in permafrost-affected wetlands: A meta-analysis of permafrost continuity effects and hydrological controls
    H. Chen, D. Bittner, W. Yin, and 4 more authors
    Environmental Pollution, 2025
  2. Ethical Considerations of AI in Education: A Case Study based on Pythia Learning Enhancement System
    S. Röhrl, S. Staufer, F. Bugert, and 4 more authors
    IEEE Access, 2025
  3. Eye Movement Modelling Examples on Usability Heuristics
    D. Bittner, F. Hauser, F. Engl, and 1 more author
    In Proceedings of the 6th European Conference on Software Engineering Education (ECSEE), 2025
  4. ML based Evaluation Methodology for Learning Path Recommender Systems
    F. Bugert, V. K. Nadimpalli, D. Bittner, and 5 more authors
    In Proceedings of the 6th European Conference on Software Engineering Education (ECSEE), 2025
  5. Eye Movement Modeling Examples zu Usability-Heuristiken
    D. Bittner, F. Engl, F. Hauser, and 2 more authors
    In Tagungsband zum 6. MINT-Symposium: Zukunft MINT-Lehre - Was bleibt? Was kommt?, 2025
  6. Applying Ariadne: Practical Insights into Learning Style Identification via Hidden Markov Models
    F. Bugert, D. Bittner, T. Ezer, and 4 more authors
    In Proceedings of the Second Workshop on Artificial Intelligence for Education, 2025

2024

  1. Towards use of AI-Powered Hybrid Soil Health Assessment to Design Nature-Based Solutions for Restoration of Degraded Soils in Sub-Saharan Africa
    D. Bittner, J. Smith, G. Leontidis, and 1 more author
    In AI4SoilHealth Conference, Dec 2024
  2. Probabilistic Machine Learning for Simulating Complex Learner Profiles
    V. K. Nadimpalli, F. Bugert, D. Bittner, and 5 more authors
    In 2024 21st International Conference on Information Technology Based Higher Education and Training (ITHET), 2024
  3. Uncovering Learning Styles through Eye Tracking and Artificial Intelligence
    D. Bittner, V. K. Nadimpalli, L. Grabinger, and 3 more authors
    In Proceedings of the 2024 Symposium on Eye Tracking Research and Applications (ETRA), Jun 2024
  4. Ariadne’s Thread for Unravelling Learning Paths: Identifying Learning Styles via Hidden Markov Models
    F. Bugert, S. Staufer, D. Bittner, and 4 more authors
    In 2024 IEEE Global Engineering Education Conference (EDUCON), 2024
  5. Deep Learning for Eye Movement Classification
    T. Ezer, M. Plößl, L. Grabinger, and 5 more authors
    In ICERI2024 Proceedings, 2024
  6. Persistence of Questionnaire Data on Learning Styles, Learning Strategies and Personality Traits
    S. Staufer, V. K. Nadimpalli, F. Hauser, and 4 more authors
    In ICERI2024 Proceedings: 17th Annual International Conference of Education, Research and Innovation, 2024
  7. Predicting Learner Characteristics Using Machine Learning
    V. K. Nadimpalli, S. Staufer, T. Ezer, and 4 more authors
    In ICERI2024 Proceedings, 2024
  8. Evaluation of the Learning Management System PYTHIA
    S. Staufer, F. Hauser, T. Ezer, and 4 more authors
    In EDULEARN24 Proceedings, 2024
  9. Learning Elements in LMS - A Survey Among Students
    S. Staufer, F. Hauser, L. Grabinger, and 4 more authors
    In INTED2024 Proceedings, 2024
  10. Tyche Algorithm: Markov Models for Generating Learning Paths in Learning Management Systems
    S. Staufer, F. Bugert, F. Hauser, and 4 more authors
    In INTED2024 Proceedings, 2024
  11. PYTHIA - AI Suggested Individual Learning Paths for Every Student
    S. Röhrl, S. Staufer, V. K. Nadimpalli, and 6 more authors
    In INTED2024 Proceedings, 2024

2023

  1. Eye Tracking based Learning Style Identification for Learning Management Systems
    D. Bittner, T. Ezer, L. Grabinger, and 2 more authors
    2023
    DOI
  2. In-depth Benchmarking of Transfer Learning Techniques for Improved Bottle Recognition
    D. Bittner, R. Hendricks, L. Horn, and 1 more author
    In 2023 IEEE 13th International Conference on Pattern Recognition Systems (ICPRS), Jul 2023
  3. Towards Learning Style Prediction based on Personality
    F. Bugert, L. Grabinger, D. Bittner, and 4 more authors
    In Proceedings of the 5th European Conference on Software Engineering Education (ECSEE), Jun 2023
  4. Systematic Literature Review for the Use of AI Based Techniques in Adaptive Learning Management Systems
    V. K. Nadimpalli, F. Hauser, D. Bittner, and 3 more authors
    In Proceedings of the 5th European Conference on Software Engineering Education (ECSEE), Jun 2023
  5. Towards eye tracking based learning style identification
    D. Bittner, F. Hauser, V. K. Nadimpalli, and 3 more authors
    In Proceedings of the 5th European Conference on Software Engineering Education (ECSEE), Jun 2023
  6. Learning elements in online learning management systems
    S. Staufer, F. Hauser, L. Grabinger, and 3 more authors
    In ICERI2023 Proceedings, Sep 2023
  7. Unveiling the secrets of learning styles: decoding eye movements via machine learning
    D. Bittner, T. Ezer, L. Grabinger, and 2 more authors
    In ICERI2023 Proceedings, Sep 2023
  8. Towards personalized learning paths in adaptive learning management systems: bayesian modelling of psychological theories
    V. Nadimpalli, F. Bugert, D. Bittner, and 4 more authors
    In ICERI2023 Proceedings, Sep 2023

2022

  1. Generating synthetic multispectral images for semantic segmentation in forestry applications
    D. Bittner, J. F. Ferreira, M. E. Andrada, and 2 more authors
    In ICRA 2022 Workshop on Innovation in Forestry Robotics: Research and Industry Adoption, Jun 2022

2021

  1. SEMFIRE forest dataset for semantic segmentation and data augmentation
    D. Bittner, M. E. Andrada, D. Portugal, and 1 more author
    2021
    DOI