@article{6485,
  author       = {Migenda, Nico and Möller, Ralf and Schenck, Wolfram},
  issn         = {1932-6203},
  journal      = {PLOS One},
  number       = {1},
  publisher    = {Public Library of Science (PLoS)},
  title        = {{H-NGPCA: Hierarchical clustering of data streams with adaptive number of clusters and adaptive dimensionality}},
  doi          = {10.1371/journal.pone.0339171},
  volume       = {21},
  year         = {2026},
}

@misc{6486,
  author       = {Migenda, Nico},
  publisher    = {Universität Bielefeld},
  title        = {{Clustering in High-Dimensional Data Streams with Adaptive Local Principal Component Analysis}},
  doi          = {10.4119/UNIBI/3006960},
  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},
}

@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{4916,
  author       = {Weller, Julian and Migenda, Nico and Kühn, Arno and Dumitrescu, Roman},
  issn         = {2701-6277 },
  location     = {Honolulu, Hawaii},
  publisher    = {Hannover : publish-Ing.},
  title        = {{Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories}},
  doi          = {10.15488/17721},
  year         = {2024},
}

@article{4698,
  author       = {Migenda, Nico and Möller, Ralf and Schenck, Wolfram},
  issn         = {2665-9638},
  journal      = {Software Impacts},
  publisher    = {Elsevier BV},
  title        = {{NGPCA: Clustering of high-dimensional and non-stationary data streams}},
  doi          = {10.1016/j.simpa.2024.100635},
  volume       = {20},
  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},
}

@article{4050,
  author       = {Migenda, Nico and Möller, Ralf and Schenck, Wolfram},
  issn         = {00313203},
  journal      = {Pattern Recognition},
  publisher    = {Elsevier BV},
  title        = {{Adaptive local Principal Component Analysis improves the clustering of high-dimensional data}},
  doi          = {10.1016/j.patcog.2023.110030},
  volume       = {146},
  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{2569,
  author       = {Hoppe, Christoph and Migenda, Nico and Pelkmann, David and Hötte, Daniel Antonius and Schenck, Wolfram},
  booktitle    = {Collaborative Networks in Digitalization and Society 5.0},
  editor       = {Camarinha-Matos, Luis M. and Ortiz, Angel and Boucher, Xavier and Osório, A. Luís},
  isbn         = {978-3-031-14843-9},
  issn         = {1868-422X},
  location     = {Lisbon, Portugal},
  pages        = {303--312},
  publisher    = {Springer International Publishing},
  title        = {{Collaborative System for Question Answering in German Case Law Documents}},
  doi          = {10.1007/978-3-031-14844-6_24},
  year         = {2022},
}

@inproceedings{2570,
  author       = {Hoppe, Christoph and Pelkmann, David and Migenda, Nico and Hotte, Daniel Antonius and Schenck, Wolfram},
  booktitle    = {2021 IEEE Fourth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)},
  location     = {Laguna Hills, CA, USA},
  pages        = {29--32},
  publisher    = {IEEE},
  title        = {{Towards Intelligent Legal Advisors for Document Retrieval and Question-Answering in German Legal Documents}},
  doi          = {10.1109/AIKE52691.2021.00011},
  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{2572,
  author       = {Steinmann, Luca and Migenda, Nico and Voigt, Tim and Kohlhase, Martin and Schenck, Wolfram},
  booktitle    = {2021 3rd International Conference on Management Science and Industrial Engineering},
  isbn         = {9781450388887},
  location     = {Osaka Japan},
  pages        = {1--7},
  publisher    = {ACM},
  title        = {{Variational Autoencoder based Novelty Detection for Real-World Time Series}},
  doi          = {10.1145/3460824.3460825},
  year         = {2021},
}

@article{1203,
  author       = {Migenda, Nico and Möller, Ralf and Schenck, Wolfram},
  issn         = {1932-6203},
  journal      = {PLOS ONE},
  number       = {3},
  publisher    = {Public Library of Science (PLoS)},
  title        = {{Adaptive dimensionality reduction for neural network-based online principal component analysis}},
  doi          = {10.1371/journal.pone.0248896},
  volume       = {16},
  year         = {2021},
}

@inproceedings{2574,
  author       = {Migenda, Nico and Schenck, Wolfram},
  booktitle    = {2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)},
  location     = {Vienna, Austria},
  pages        = {1579--1586},
  publisher    = {IEEE},
  title        = {{Adaptive Dimensionality Reduction for Local Principal Component Analysis}},
  doi          = {10.1109/ETFA46521.2020.9212129},
  year         = {2020},
}

@inbook{1208,
  author       = {Migenda, Nico and Möller, Ralf and Schenck, Wolfram},
  booktitle    = {Intelligent Data Engineering and Automated Learning – IDEAL 2019. 20th International Conference, Manchester, UK, November 14–16, 2019, Proceedings, Part I},
  editor       = {Yin, Hujun and Camacho, David and Tino, Peter and Tallón-Ballesteros, Antonio J. and Menezes, Ronaldo and Allmendinger, Richard},
  isbn         = {978-3-030-33606-6},
  issn         = {1611-3349},
  pages        = {76--84},
  publisher    = {Springer International Publishing},
  title        = {{Adaptive Dimensionality Adjustment for Online “Principal Component Analysis”}},
  doi          = {10.1007/978-3-030-33607-3_9},
  year         = {2019},
}