@inproceedings{6267,
  author       = {Bültemeier, Julian and Holst, Christoph-Alexander and Lohweg, Volker and Schöne, Marvin and Jaster, Bjarne and Kohlhase, Martin},
  booktitle    = {2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)},
  location     = {Porto, Portugal},
  pages        = {1--4},
  publisher    = {IEEE},
  title        = {{AI Workflow for Scarce Data: A Modular Approach to Optimise Processes}},
  doi          = {10.1109/ETFA65518.2025.11205664},
  year         = {2025},
}

@article{6268,
  author       = {Schöne, Marvin and Kohlhase, Martin and Nelles, Oliver},
  issn         = {2196-677X},
  journal      = {at - Automatisierungstechnik},
  number       = {10},
  pages        = {727--739},
  publisher    = {Walter de Gruyter GmbH},
  title        = {{Incorporation of structural properties of the response surface into oblique model trees}},
  doi          = {10.1515/auto-2025-0017},
  volume       = {73},
  year         = {2025},
}

@inbook{6273,
  author       = {Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and Kohlhase, Martin},
  booktitle    = {Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge},
  pages        = {26--27},
  publisher    = {Hochschule Bielefeld},
  title        = {{Informed Active Learning with Decision Trees to Balance Exploration and Exploitation}},
  doi          = {10.60802/sidas.2025.2},
  volume       = {2},
  year         = {2025},
}

@inproceedings{6049,
  author       = {Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and Kohlhase, Martin},
  booktitle    = {2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)},
  keywords     = {Interpretability, Classification, Pool-based Active Learning, Decision Trees},
  location     = {Trondheim, Norway},
  pages        = {1--9},
  publisher    = {IEEE},
  title        = {{Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit}},
  doi          = {10.57720/6049},
  year         = {2025},
}

@inproceedings{5904,
  author       = {Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and Kohlhase, Martin},
  booktitle    = {2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)},
  keywords     = {Interpretability, Classification, Pool-based Active Learning, Decision Trees},
  location     = {Trondheim, Norway},
  pages        = {1--9},
  publisher    = {IEEE},
  title        = {{Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit}},
  doi          = {10.1109/CITREx64975.2025.10974940},
  year         = {2025},
}

@inbook{6272,
  author       = {Schöne, Marvin and Bültemeier, Julian},
  booktitle    = {Kongress KI@HSBI2023 Solutions im Fokus – Posterbeiträge},
  pages        = {28--29},
  publisher    = {Hochschule Bielefeld},
  title        = {{AI for Scarce Data (AI4ScaDa) — Maschinelles Lernen und Informationsfusion zur nachhaltigen Nutzung von Labor- und Kundendaten}},
  doi          = {10.60802/sidas.2024.1},
  volume       = {1},
  year         = {2024},
}

@article{6299,
  author       = {Katter, Vincent and Jaster, Bjarne and Schöne, Marvin},
  journal      = {Schriftenreihe des Institute for Data Science Solutions},
  publisher    = {Hochschule Bielefeld},
  title        = {{Evaluierung der Leistungsfähigkeit von LSTM-Modellen für die Approximation physikalischer Systeme }},
  doi          = {10.60802/SIDAS.2024.2},
  volume       = {2},
  year         = {2024},
}

@inproceedings{5882,
  author       = {Bültemeier, Julian and Schöne, Marvin and Kohlhase, Martin and Holst, Christoph-Alexander and Lohweg, Volker and Nelles, Oliver},
  booktitle    = {Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024},
  editor       = {Schulte, Horst  and Hoffmann, Frank and Mikut, Ralf },
  isbn         = {9783731513889},
  location     = {Berlin},
  pages        = {217--231},
  publisher    = {KIT Scientific Publishing},
  title        = {{Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs}},
  doi          = {10.58895/ksp//1000174544-14},
  year         = {2024},
}

@techreport{3729,
  author       = {Kösters, Justus and Schöne, Marvin and Kohlhase, Martin},
  keywords     = {tabular scarce data, industrial design, supervised machine learning models},
  title        = {{Benchmarking of Machine Learning Models for Tabular Scarce Data}},
  year         = {2023},
}

@techreport{3731,
  author       = {Kösters, Justus and Schöne, Marvin},
  keywords     = {Scarce Data, Active Learning, GUIDEAlgorithmus, Modellunsicherheiten},
  title        = {{Active Learning mit dem GUIDE-Entscheidungsbaum}},
  year         = {2023},
}

@inbook{2291,
  author       = {Hanitz, Marcel and Schöne, Marvin and Voigt, Tim and Kohlhase, Martin},
  booktitle    = {Machine Learning and Data Mining in Pattern Recognition, MLDM 2022},
  editor       = {Perner, Petra},
  isbn         = {978-3-942952-93-4},
  location     = {New York},
  pages        = {121--135},
  publisher    = {ibai-publishing},
  title        = {{Analysis of the Behavior of Online Decision Trees Under Concept Drift at the Example of FIMT-DD}},
  year         = {2022},
}

@inproceedings{2232,
  author       = {Voigt, Tim and Schöne, Marvin and Kohlhase, Martin and Nelles, Oliver and Kuhn, Martin},
  booktitle    = {Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings},
  editor       = {Yin, Hujun and Camacho, David and Tino, Peter},
  isbn         = {978-3-031-21752-4},
  issn         = {1611-3349},
  location     = {Manchester, UK},
  pages        = {379--390},
  publisher    = {Springer International Publishing},
  title        = {{Using Design of Experiments to Support the Commissioning of Industrial Assembly Processes}},
  doi          = {10.1007/978-3-031-21753-1_37},
  year         = {2022},
}

@inproceedings{3718,
  author       = {Voigt, Tim and Schöne, Marvin and Kohlhase, Martin and Nelles, Oliver and Kuhn, Martin},
  booktitle    = {2021 3rd International Conference on Management Science and Industrial Engineering},
  location     = {Osaka Japan},
  pages        = {192--199},
  publisher    = {ACM},
  title        = {{Space-Filling Designs for Experiments with Assembled Products}},
  doi          = {10.1145/3460824.3460854},
  year         = {2021},
}

@inproceedings{2571,
  author       = {Voigt, Tim and Migenda, Nico and Schöne, Marvin and Pelkmann, David and Fricke, Matthias and Schenck, Wolfram and Kohlhase, Martin},
  booktitle    = {2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA )},
  location     = {Vasteras, Sweden},
  pages        = {01--08},
  publisher    = {IEEE},
  title        = {{Advanced Data Analytics Platform for Manufacturing Companies}},
  doi          = {10.1109/ETFA45728.2021.9613499},
  year         = {2021},
}

@inproceedings{1912,
  author       = {Schöne, Marvin and Kohlhase, Martin},
  booktitle    = {2021 IEEE Symposium Series on Computational Intelligence (SSCI)},
  keywords     = {local linear regression, multivariate model trees, regression trees, axis-oblique splitting, outer product of gradients},
  location     = {Orlando, FL, USA},
  pages        = {01--09},
  publisher    = {IEEE},
  title        = {{Curvature-Oriented Splitting for Multivariate Model Trees}},
  doi          = {10.1109/SSCI50451.2021.9659858},
  year         = {2021},
}

@inproceedings{1560,
  author       = {Ewerszumrode, Jan and Schöne, Marvin and Godt, Stephan and Kohlhase, Martin},
  booktitle    = {Proceedings - 31. Workshop Computational Intelligence },
  editor       = {Schulte, Horst  and Hoffmann, Frank  and Mikut, Ralf },
  isbn         = {978-3-7315-1131-1},
  location     = {Berlin},
  pages        = {285--305},
  publisher    = {KIT Scientific Publishing},
  title        = {{Assistenzsystem zur Qualitätssicherung von IoT-Geräten basierend auf AutoML und SHAP}},
  doi          = {10.5445/KSP/1000138532},
  year         = {2021},
}

@inbook{1915,
  author       = {Schöne, Marvin and Kohlhase, Martin},
  booktitle    = {Proceedings - 30. Workshop Computational Intelligence},
  editor       = {Schulte, Horst and Hoffmann, Frank and Mikut, Ralf},
  location     = {Berlin},
  publisher    = {KIT Scientific Publishing},
  title        = {{Least-Squares-Based Construction Algorithm for Oblique and Mixed Regression Trees}},
  doi          = {10.5445/KSP/1000124139},
  year         = {2020},
}

@inproceedings{1916,
  author       = {Schöne, Marvin and Kohlhase, Martin},
  booktitle    = {Intelligent Data Engineering and Automated Learning – IDEAL 2020. 21st International Conference, Guimaraes, Portugal, November 4–6, 2020, Proceedings, Part I},
  editor       = {Analide, Cesar and Novais, Paulo and Camacho, David and Yin, Hujun},
  isbn         = {978-3-030-62361-6},
  issn         = {1611-3349},
  keywords     = {Industry 4.0, Interpretability, Curse of dimensionality, Oblique Regression Trees, Mixed Regression Trees, CART},
  location     = {Guimaraes, Portugal},
  pages        = {41--50},
  publisher    = {Springer International Publishing},
  title        = {{Least Squares Approach for Multivariate Split Selection in Regression Trees}},
  doi          = {10.1007/978-3-030-62362-3_5},
  year         = {2020},
}