@article{6655,
  author       = {Tharwat, Alaa and Jaster, Bjarne and Schenck, Wolfram and Kohlhase, Martin},
  issn         = {09521976},
  journal      = {Engineering Applications of Artificial Intelligence},
  publisher    = {Elsevier BV},
  title        = {{Active learning evaluation metrics for classification and regression frameworks}},
  doi          = {10.1016/j.engappai.2026.114295},
  volume       = {171},
  year         = {2026},
}

@inproceedings{6371,
  author       = {Dockhorn, Frederick-Mortimer and Kohlhase, Martin},
  booktitle    = {Proceedings - 35. Workshop Computational Intelligence},
  editor       = {Schulte, Horst and Hoffmann, Frank and Mikut, Ralf},
  publisher    = {Karlsruher Institut für Technologie (KIT)},
  title        = {{Discrepancy Modeling for Dynamical Systems}},
  doi          = {10.5445/IR/1000186052},
  year         = {2025},
}

@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},
}

@article{6297,
  author       = {Katter, Vincent and Huperz, Carolin and Kohlhase, Martin and Bartsch, J. and Özlu, I and Regier, M and Amelung, R.I. and Klemme, B.},
  issn         = {0340-5591},
  journal      = {Orthopädie Technik},
  keywords     = {Diabetisches Fußsyndrom (DFS), Smarte Orthese, Plantardruckmessung, Anomalieerkennung, Künstliche Intelligenz},
  number       = {11},
  pages        = {68 -- 73},
  publisher    = {Verlag Orthopädie-Technik},
  title        = {{Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung}},
  year         = {2025},
}

@inproceedings{6298,
  author       = {Katter, Vincent and Kohlhase, Martin},
  booktitle    = {Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025},
  editor       = {Schulte, Horst and Hoffmann, Frank and Mikut, Ralf},
  location     = {Berlin},
  pages        = {89--96},
  publisher    = {Karlsruher Institut für Technologie (KIT)},
  title        = {{Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors}},
  doi          = {10.5445/IR/1000186052},
  year         = {2025},
}

@article{6244,
  author       = {Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck, Wolfram},
  issn         = {2504-2289},
  journal      = {Big Data and Cognitive Computing},
  keywords     = {prescriptive analytics, prescriptive platforms, advanced data analytics, retrieval-augmented generation, graph-based retrieval-augmented generation, large language models, generative AI, genAI, recommender system},
  number       = {10},
  publisher    = {MDPI AG},
  title        = {{Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}},
  doi          = {10.3390/bdcc9100261},
  volume       = {9},
  year         = {2025},
}

@inproceedings{5905,
  author       = {Jaster, Bjarne and Kohlhase, Martin},
  booktitle    = {2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)},
  keywords     = {Active Learning, Trustworthiness, Evaluation-methods},
  location     = {Trondheim, Norway},
  pages        = {1--5},
  publisher    = {IEEE},
  title        = {{Trust Issues in Active Learning and Their Impact on Real-World Applications}},
  doi          = {10.1109/CITRExCompanion65208.2025.10981492},
  year         = {2025},
}

@inproceedings{6045,
  author       = {Jaster, Bjarne and Kohlhase, Martin},
  booktitle    = {2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)},
  keywords     = {Active Learning, Trustworthiness, Evaluation-methods},
  location     = {Trondheim, Norway},
  pages        = {1--5},
  publisher    = {IEEE},
  title        = {{Trust Issues in Active Learning and Their Impact on Real-World Applications}},
  doi          = {10.57720/6045},
  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},
}

@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},
}

@inproceedings{5789,
  author       = {Dockhorn, Frederick-Mortimer and Kohlhase, Martin},
  booktitle    = {Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024},
  editor       = {Schulte, Horst and Hoffmann, Frank  and Mikut, Ralf },
  isbn         = { 978-3-7315-1388-9},
  location     = {Berlin},
  pages        = {53--76},
  publisher    = {KIT Scientific Publishing},
  title        = {{An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics}},
  doi          = {10.5445/KSP/1000174544},
  year         = {2024},
}

@article{5497,
  author       = {Weller, Julian and Migenda, Nico and Enzberg, Sebastian von and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
  issn         = {2212-8271},
  journal      = {Procedia CIRP},
  pages        = {424--429},
  publisher    = {Elsevier BV},
  title        = {{Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories}},
  doi          = {10.1016/j.procir.2024.03.022},
  volume       = {128},
  year         = {2024},
}

@article{4913,
  author       = {Weller, Julian and Migenda, Nico and Naik, Yash and Heuwinkel, Tim and Kühn, Arno and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
  issn         = {2227-7390},
  journal      = {Mathematics},
  number       = {17},
  publisher    = {MDPI AG},
  title        = {{Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories}},
  doi          = {10.3390/math12172663},
  volume       = {12},
  year         = {2024},
}

@inbook{4915,
  author       = {Weller, Julian and Migenda, Nico and Liu, Rui and Wegel, Arthur and von Enzberg, Sebastian and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
  booktitle    = {Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023},
  editor       = {Niggemann, Oliver and Beyerer, Jürgen and Krantz, Maria and Kühnert, Christian},
  isbn         = {978-3-031-47061-5},
  issn         = {2522-8587},
  pages        = {89--100},
  publisher    = {Springer Nature Switzerland},
  title        = {{Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories}},
  doi          = {10.1007/978-3-031-47062-2_9},
  volume       = {18},
  year         = {2024},
}

@inproceedings{4699,
  author       = {Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Schenck, Wolfram and Kohlhase, Martin},
  booktitle    = {2024 35th Conference of Open Innovations Association (FRUCT)},
  location     = {Tampere, Finland},
  pages        = {509--519},
  publisher    = {IEEE},
  title        = {{Technical Readiness of Prescriptive Analytics Platforms: A Survey}},
  doi          = {10.23919/FRUCT61870.2024.10516367},
  year         = {2024},
}

@inproceedings{4700,
  author       = {Weller, Julian and Migenda, Nico and Wegel, Arthur and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
  booktitle    = {2023 IEEE International Conference on Advances in Data-Driven Analytics And Intelligent Systems (ADACIS)},
  location     = {Marrakesh, Morocco},
  pages        = {1--7},
  publisher    = {IEEE},
  title        = {{Conceptual Framework for Prescriptive Analytics Based on Decision Theory in Smart Factories}},
  doi          = {10.1109/ADACIS59737.2023.10424368},
  year         = {2023},
}

@inproceedings{3713,
  author       = {Jaster, Bjarne and Kohlhase, Martin},
  booktitle    = {Proceedings - 33. Workshop Computational Intelligence},
  editor       = {Schulte, Horst and Hoffmann, Frank and Mikut, Ralf},
  isbn         = {978-3-7315-1324-7},
  location     = {Berlin},
  pages        = {9 -- 29},
  publisher    = {Karlsruher Institut für Technologie (KIT)},
  title        = {{Active Learning for Regression Problems with Ensemble Methods}},
  doi          = {10.5445/KSP/1000162754},
  year         = {2023},
}