--- _id: '6898' abstract: - lang: eng text: 'The labeling process for supervised learning is costly and time-consuming, and is often impractical to scale due to real-world constraints. Active learning (AL) addresses this challenge by strategically selecting representative and informative data points to reduce labeling efforts. This paper focuses on an AL scenario in which only a very limited number of labels can be acquired. We propose an algorithm operating in two phases: (1) an exploration phase that prioritizes representative and diverse data points using density-driven criteria, and (2) an exploitation phase that combines predictive uncertainty with density weighting to select informative samples from densely populated regions. This enhances both representativeness and informativeness. Our results demonstrate significant improvements in model quality compared to other algorithms typically employed for this scenario, across various scenarios involving imbalanced data in classification tasks and skewness in regression tasks. Through this work, we aim to provide a new algorithm for this scenario and investigate general principles for AL. While most AL studies focus on either classification or regression, our work applies the algorithms to both. Therefore, we can analyze the differences between classification and regression problems and their effects on AL strategies. Furthermore, we explore different categories of AL criteria and their effectiveness in the low-budget regime. These results also provide insight into the cold-start problem, which involves selecting an initial labeled set and is faced by many model-based AL methods.' alternative_id: - '6899' author: - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 - first_name: Alaa full_name: Tharwat, Alaa id: '238549' last_name: Tharwat - first_name: Eiram Mahera full_name: Sheikh, Eiram Mahera last_name: Sheikh - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 citation: alphadin: 'Jaster, Bjarne ; Tharwat, Alaa ; Sheikh, Eiram Mahera ; Kohlhase, Martin ; Schenck, Wolfram: Low Query Budget Active Learning for Classification and Regression. In: Koprinska, I. ; Mendes-Moreira, J. ; Branco, P. (Hrsg.): Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, Communications in Computer and Information Science. Cham : Springer Nature Switzerland, 2026, S. 5–21' ama: 'Jaster B, Tharwat A, Sheikh EM, Kohlhase M, Schenck W. Low Query Budget Active Learning for Classification and Regression. In: Koprinska I, Mendes-Moreira J, Branco P, eds. Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV. Communications in Computer and Information Science. Cham: Springer Nature Switzerland; 2026:5-21. doi:10.1007/978-3-032-19105-2_1' apa: 'Jaster, B., Tharwat, A., Sheikh, E. M., Kohlhase, M., & Schenck, W. (2026). Low Query Budget Active Learning for Classification and Regression. In I. Koprinska, J. Mendes-Moreira, & P. Branco (Eds.), Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV (pp. 5–21). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-032-19105-2_1' bibtex: '@inproceedings{Jaster_Tharwat_Sheikh_Kohlhase_Schenck_2026, place={Cham}, series={Communications in Computer and Information Science}, title={Low Query Budget Active Learning for Classification and Regression}, DOI={10.1007/978-3-032-19105-2_1}, booktitle={Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV}, publisher={Springer Nature Switzerland}, author={Jaster, Bjarne and Tharwat, Alaa and Sheikh, Eiram Mahera and Kohlhase, Martin and Schenck, Wolfram}, editor={Koprinska, Irena and Mendes-Moreira, João and Branco, PaulaEditors}, year={2026}, pages={5–21}, collection={Communications in Computer and Information Science} }' chicago: 'Jaster, Bjarne, Alaa Tharwat, Eiram Mahera Sheikh, Martin Kohlhase, and Wolfram Schenck. “Low Query Budget Active Learning for Classification and Regression.” In Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, edited by Irena Koprinska, João Mendes-Moreira, and Paula Branco, 5–21. Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2026. https://doi.org/10.1007/978-3-032-19105-2_1.' ieee: B. Jaster, A. Tharwat, E. M. Sheikh, M. Kohlhase, and W. Schenck, “Low Query Budget Active Learning for Classification and Regression,” in Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, Porto, Portugal, 2026, pp. 5–21. mla: Jaster, Bjarne, et al. “Low Query Budget Active Learning for Classification and Regression.” Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, edited by Irena Koprinska et al., Springer Nature Switzerland, 2026, pp. 5–21, doi:10.1007/978-3-032-19105-2_1. short: 'B. Jaster, A. Tharwat, E.M. Sheikh, M. Kohlhase, W. Schenck, in: I. Koprinska, J. Mendes-Moreira, P. Branco (Eds.), Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, Springer Nature Switzerland, Cham, 2026, pp. 5–21.' conference: end_date: 2025-09-19 location: Porto, Portugal name: ECML PKDD 2025 start_date: 2025-09-15 date_created: 2026-05-10T07:55:29Z date_updated: 2026-06-01T15:18:27Z doi: 10.1007/978-3-032-19105-2_1 editor: - first_name: Irena full_name: Koprinska, Irena last_name: Koprinska - first_name: João full_name: Mendes-Moreira, João last_name: Mendes-Moreira - first_name: Paula full_name: Branco, Paula last_name: Branco language: - iso: eng main_file_link: - open_access: '1' url: https://rdcu.be/fh03T oa: '1' page: 5-21 place: Cham project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik publication: Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV publication_identifier: eisbn: - 978-3-032-19105-2 eissn: - 1865-0937 isbn: - 978-3-032-19104-5 issn: - 1865-0929 publication_status: published publisher: Springer Nature Switzerland series_title: Communications in Computer and Information Science status: public title: Low Query Budget Active Learning for Classification and Regression type: conference user_id: '226669' year: '2026' ... --- _id: '6655' article_number: '114295' author: - first_name: Alaa full_name: Tharwat, Alaa id: '238549' last_name: Tharwat - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/207108820 - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/207108821 - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/207108822 citation: alphadin: 'Tharwat, Alaa ; Jaster, Bjarne ; Schenck, Wolfram ; Kohlhase, Martin: Active learning evaluation metrics for classification and regression frameworks. In: Engineering Applications of Artificial Intelligence Bd. 171, Elsevier BV (2026)' ama: Tharwat A, Jaster B, Schenck W, Kohlhase M. Active learning evaluation metrics for classification and regression frameworks. Engineering Applications of Artificial Intelligence. 2026;171. doi:10.1016/j.engappai.2026.114295 apa: Tharwat, A., Jaster, B., Schenck, W., & Kohlhase, M. (2026). Active learning evaluation metrics for classification and regression frameworks. Engineering Applications of Artificial Intelligence, 171. https://doi.org/10.1016/j.engappai.2026.114295 bibtex: '@article{Tharwat_Jaster_Schenck_Kohlhase_2026, title={Active learning evaluation metrics for classification and regression frameworks}, volume={171}, DOI={10.1016/j.engappai.2026.114295}, number={114295}, journal={Engineering Applications of Artificial Intelligence}, publisher={Elsevier BV}, author={Tharwat, Alaa and Jaster, Bjarne and Schenck, Wolfram and Kohlhase, Martin}, year={2026} }' chicago: Tharwat, Alaa, Bjarne Jaster, Wolfram Schenck, and Martin Kohlhase. “Active Learning Evaluation Metrics for Classification and Regression Frameworks.” Engineering Applications of Artificial Intelligence 171 (2026). https://doi.org/10.1016/j.engappai.2026.114295. ieee: A. Tharwat, B. Jaster, W. Schenck, and M. Kohlhase, “Active learning evaluation metrics for classification and regression frameworks,” Engineering Applications of Artificial Intelligence, vol. 171, 2026. mla: Tharwat, Alaa, et al. “Active Learning Evaluation Metrics for Classification and Regression Frameworks.” Engineering Applications of Artificial Intelligence, vol. 171, 114295, Elsevier BV, 2026, doi:10.1016/j.engappai.2026.114295. short: A. Tharwat, B. Jaster, W. Schenck, M. Kohlhase, Engineering Applications of Artificial Intelligence 171 (2026). date_created: 2026-02-27T10:10:55Z date_updated: 2026-06-01T15:11:58Z doi: 10.1016/j.engappai.2026.114295 intvolume: ' 171' language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1016/j.engappai.2026.114295 oa: '1' project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik publication: Engineering Applications of Artificial Intelligence publication_identifier: issn: - '09521976' publication_status: published publisher: Elsevier BV status: public title: Active learning evaluation metrics for classification and regression frameworks type: journal_article user_id: '226669' volume: 171 year: '2026' ... --- _id: '6244' article_number: '261' article_type: original author: - first_name: Marvin full_name: Niederhaus, Marvin id: '232004' last_name: Niederhaus orcid: 0009-0008-8581-2708 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0008-8581-2708/work/194508828 - first_name: Nico full_name: Migenda, Nico id: '218473' last_name: Migenda orcid: 0000-0002-7223-1735 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/194483982 - first_name: Julian full_name: Weller, Julian last_name: Weller - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/194483983 - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/194483984 citation: alphadin: 'Niederhaus, Marvin ; Migenda, Nico ; Weller, Julian ; Kohlhase, Martin ; Schenck, Wolfram: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In: Big Data and Cognitive Computing Bd. 9, MDPI AG (2025), Nr. 10' ama: Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. Big Data and Cognitive Computing. 2025;9(10). doi:10.3390/bdcc9100261 apa: Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., & Schenck, W. (2025). Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. Big Data and Cognitive Computing, 9(10). https://doi.org/10.3390/bdcc9100261 bibtex: '@article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9}, DOI={10.3390/bdcc9100261}, number={10261}, journal={Big Data and Cognitive Computing}, publisher={MDPI AG}, author={Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck, Wolfram}, year={2025} }' chicago: Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” Big Data and Cognitive Computing 9, no. 10 (2025). https://doi.org/10.3390/bdcc9100261. ieee: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” Big Data and Cognitive Computing, vol. 9, no. 10, 2025. mla: Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” Big Data and Cognitive Computing, vol. 9, no. 10, 261, MDPI AG, 2025, doi:10.3390/bdcc9100261. short: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and Cognitive Computing 9 (2025). date_created: 2025-10-17T07:19:59Z date_updated: 2026-06-01T15:15:50Z department: - _id: '103' doi: 10.3390/bdcc9100261 file: - access_level: open_access content_type: application/pdf creator: mniederhaus date_created: 2025-10-17T07:11:25Z date_updated: 2025-10-17T07:11:25Z file_id: '6245' file_name: BDCC-09-00261.pdf file_size: 13995224 relation: main_file success: 1 file_date_updated: 2025-10-17T07:11:25Z funded_apc: '1' has_accepted_license: '1' intvolume: ' 9' issue: '10' keyword: - prescriptive analytics - prescriptive platforms - advanced data analytics - retrieval-augmented generation - graph-based retrieval-augmented generation - large language models - generative AI - genAI - recommender system language: - iso: eng main_file_link: - open_access: '1' url: https://www.mdpi.com/2504-2289/9/10/261/pdf oa: '1' project: - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Big Data and Cognitive Computing publication_identifier: eissn: - 2504-2289 publication_status: published publisher: MDPI AG quality_controlled: '1' status: public title: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems type: journal_article urn: urn:nbn:de:hbz:bi10-62444 user_id: '226669' volume: 9 year: '2025' ... --- _id: '6298' author: - first_name: Vincent full_name: Katter, Vincent id: '239593' last_name: Katter orcid: 0009-0002-3257-3877 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-3257-3877/work/197742871 - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/197573934 citation: alphadin: 'Katter, Vincent ; Kohlhase, Martin: Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors. In: Schulte, H. ; Hoffmann, F. ; Mikut, R. ; Karlsruher Institut für Technologie (KIT) (Hrsg.): Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025, Proc. 35. Workshop Computational Intelligence. Karlsruhe : Karlsruher Institut für Technologie (KIT), 2025, S. 89–96' ama: 'Katter V, Kohlhase M. Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors. In: Schulte H, Hoffmann F, Mikut R, Karlsruher Institut für Technologie (KIT), eds. Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025. Proc. 35. Workshop Computational Intelligence. Karlsruhe: Karlsruher Institut für Technologie (KIT); 2025:89-96. doi:10.5445/IR/1000186052' apa: 'Katter, V., & Kohlhase, M. (2025). Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors. In H. Schulte, F. Hoffmann, R. Mikut, & Karlsruher Institut für Technologie (KIT) (Eds.), Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025 (pp. 89–96). Karlsruhe: Karlsruher Institut für Technologie (KIT). https://doi.org/10.5445/IR/1000186052' bibtex: '@inproceedings{Katter_Kohlhase_2025, place={Karlsruhe}, series={Proc. 35. Workshop Computational Intelligence}, title={Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors}, DOI={10.5445/IR/1000186052}, booktitle={Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025}, publisher={Karlsruher Institut für Technologie (KIT)}, author={Katter, Vincent and Kohlhase, Martin}, editor={Schulte, Horst and Hoffmann, Frank and Mikut, Ralf and Karlsruher Institut für Technologie (KIT)Editors}, year={2025}, pages={89–96}, collection={Proc. 35. Workshop Computational Intelligence} }' chicago: 'Katter, Vincent, and Martin Kohlhase. “Efficient Gait Analysis Using Knowledge Distillation from Sparse Sensors.” In Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025, edited by Horst Schulte, Frank Hoffmann, Ralf Mikut, and Karlsruher Institut für Technologie (KIT), 89–96. Proc. 35. Workshop Computational Intelligence. Karlsruhe: Karlsruher Institut für Technologie (KIT), 2025. https://doi.org/10.5445/IR/1000186052.' ieee: 'V. Katter and M. Kohlhase, “Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors,” in Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025, Berlin, 2025, pp. 89–96.' mla: 'Katter, Vincent, and Martin Kohlhase. “Efficient Gait Analysis Using Knowledge Distillation from Sparse Sensors.” Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025, edited by Horst Schulte et al., Karlsruher Institut für Technologie (KIT), 2025, pp. 89–96, doi:10.5445/IR/1000186052.' short: 'V. Katter, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut, Karlsruher Institut für Technologie (KIT) (Eds.), Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025, Karlsruher Institut für Technologie (KIT), Karlsruhe, 2025, pp. 89–96.' conference: end_date: 2025-11-21 location: Berlin name: 35. Workshop Computational Intelligence start_date: 2025-11-20 corporate_editor: - Karlsruher Institut für Technologie (KIT) date_created: 2025-11-17T12:09:52Z date_updated: 2026-06-01T15:15:24Z department: - _id: '103' doi: 10.5445/IR/1000186052 editor: - first_name: Horst full_name: Schulte, Horst last_name: Schulte - first_name: Frank full_name: Hoffmann, Frank last_name: Hoffmann - first_name: Ralf full_name: Mikut, Ralf last_name: Mikut extern: '1' language: - iso: eng main_file_link: - open_access: '1' url: https://publikationen.bibliothek.kit.edu/1000186052 oa: '1' page: 89-96 place: Karlsruhe project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 'Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025' publication_status: published publisher: Karlsruher Institut für Technologie (KIT) quality_controlled: '1' series_title: Proc. 35. Workshop Computational Intelligence status: public title: Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors type: conference_abstract user_id: '226669' year: '2025' ... --- _id: '6268' author: - first_name: Marvin full_name: Schöne, Marvin id: '218388' last_name: Schöne - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000527 - first_name: Oliver full_name: Nelles, Oliver last_name: Nelles citation: alphadin: 'Schöne, Marvin ; Kohlhase, Martin ; Nelles, Oliver: Incorporation of structural properties of the response surface into oblique model trees. In: at - Automatisierungstechnik Bd. 73, Walter de Gruyter GmbH (2025), Nr. 10, S. 727–739' ama: Schöne M, Kohlhase M, Nelles O. Incorporation of structural properties of the response surface into oblique model trees. at - Automatisierungstechnik. 2025;73(10):727-739. doi:10.1515/auto-2025-0017 apa: Schöne, M., Kohlhase, M., & Nelles, O. (2025). Incorporation of structural properties of the response surface into oblique model trees. At - Automatisierungstechnik, 73(10), 727–739. https://doi.org/10.1515/auto-2025-0017 bibtex: '@article{Schöne_Kohlhase_Nelles_2025, title={Incorporation of structural properties of the response surface into oblique model trees}, volume={73}, DOI={10.1515/auto-2025-0017}, number={10}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter GmbH}, author={Schöne, Marvin and Kohlhase, Martin and Nelles, Oliver}, year={2025}, pages={727–739} }' chicago: 'Schöne, Marvin, Martin Kohlhase, and Oliver Nelles. “Incorporation of Structural Properties of the Response Surface into Oblique Model Trees.” At - Automatisierungstechnik 73, no. 10 (2025): 727–39. https://doi.org/10.1515/auto-2025-0017.' ieee: M. Schöne, M. Kohlhase, and O. Nelles, “Incorporation of structural properties of the response surface into oblique model trees,” at - Automatisierungstechnik, vol. 73, no. 10, pp. 727–739, 2025. mla: Schöne, Marvin, et al. “Incorporation of Structural Properties of the Response Surface into Oblique Model Trees.” At - Automatisierungstechnik, vol. 73, no. 10, Walter de Gruyter GmbH, 2025, pp. 727–39, doi:10.1515/auto-2025-0017. short: M. Schöne, M. Kohlhase, O. Nelles, At - Automatisierungstechnik 73 (2025) 727–739. date_created: 2025-11-04T14:01:39Z date_updated: 2026-06-01T15:14:34Z doi: 10.1515/auto-2025-0017 intvolume: ' 73' issue: '10' language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 727-739 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: at - Automatisierungstechnik publication_identifier: eissn: - 2196-677X issn: - 0178-2312 publication_status: published publisher: Walter de Gruyter GmbH status: public title: Incorporation of structural properties of the response surface into oblique model trees tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: '226669' volume: 73 year: '2025' ... --- _id: '6825' article_number: '060001' author: - first_name: Leon full_name: Vogel, Leon last_name: Vogel - first_name: Lukas full_name: Vollenkemper, Lukas id: '245570' last_name: Vollenkemper - first_name: Arthur full_name: Müller, Arthur last_name: Müller - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/214765305 citation: alphadin: 'Vogel, Leon ; Vollenkemper, Lukas ; Müller, Arthur ; Kohlhase, Martin: Scheduling individualized products with reinforcement learning to reduce worker stress. In: Sheu, S.-H. (Hrsg.): Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe), AIP Conference Proceedings. Bd. 3381 : AIP Publishing, 2025' ama: 'Vogel L, Vollenkemper L, Müller A, Kohlhase M. Scheduling individualized products with reinforcement learning to reduce worker stress. In: Sheu S-H, ed. Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe). Vol 3381. AIP Conference Proceedings. AIP Publishing; 2025. doi:10.1063/5.0315901' apa: 'Vogel, L., Vollenkemper, L., Müller, A., & Kohlhase, M. (2025). Scheduling individualized products with reinforcement learning to reduce worker stress. In S.-H. Sheu (Ed.), Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe) (Vol. 3381). München : AIP Publishing. https://doi.org/10.1063/5.0315901' bibtex: '@inproceedings{Vogel_Vollenkemper_Müller_Kohlhase_2025, series={AIP Conference Proceedings}, title={Scheduling individualized products with reinforcement learning to reduce worker stress}, volume={3381}, DOI={10.1063/5.0315901}, number={060001}, booktitle={Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)}, publisher={AIP Publishing}, author={Vogel, Leon and Vollenkemper, Lukas and Müller, Arthur and Kohlhase, Martin}, editor={Sheu, Shey-HueiEditor}, year={2025}, collection={AIP Conference Proceedings} }' chicago: 'Vogel, Leon, Lukas Vollenkemper, Arthur Müller, and Martin Kohlhase. “Scheduling Individualized Products with Reinforcement Learning to Reduce Worker Stress.” In Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe), edited by Shey-Huei Sheu, Vol. 3381. AIP Conference Proceedings. AIP Publishing, 2025. https://doi.org/10.1063/5.0315901.' ieee: 'L. Vogel, L. Vollenkemper, A. Müller, and M. Kohlhase, “Scheduling individualized products with reinforcement learning to reduce worker stress,” in Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe), München , 2025, vol. 3381.' mla: 'Vogel, Leon, et al. “Scheduling Individualized Products with Reinforcement Learning to Reduce Worker Stress.” Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe), edited by Shey-Huei Sheu, vol. 3381, 060001, AIP Publishing, 2025, doi:10.1063/5.0315901.' short: 'L. Vogel, L. Vollenkemper, A. Müller, M. Kohlhase, in: S.-H. Sheu (Ed.), Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe), AIP Publishing, 2025.' conference: end_date: 2025-01-09 location: 'München ' name: The 12th International Conference on Industrial Engineering and Applications (Europe) start_date: 2025-01-07 date_created: 2026-04-09T09:41:23Z date_updated: 2026-06-01T15:13:19Z department: - _id: '103' doi: 10.1063/5.0315901 editor: - first_name: Shey-Huei full_name: Sheu, Shey-Huei last_name: Sheu intvolume: ' 3381' language: - iso: eng project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 'Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)' publication_status: published publisher: AIP Publishing quality_controlled: '1' series_title: AIP Conference Proceedings status: public title: Scheduling individualized products with reinforcement learning to reduce worker stress type: conference user_id: '226669' volume: 3381 year: '2025' ... --- _id: '6371' author: - first_name: Frederick-Mortimer full_name: Dockhorn, Frederick-Mortimer id: '255506' last_name: Dockhorn - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 citation: alphadin: 'Dockhorn, Frederick-Mortimer ; Kohlhase, Martin: Discrepancy Modeling for Dynamical Systems. In: Schulte, H. ; Hoffmann, F. ; Mikut, R. (Hrsg.): Proceedings - 35. Workshop Computational Intelligence : Karlsruher Institut für Technologie (KIT), 2025' ama: 'Dockhorn F-M, Kohlhase M. Discrepancy Modeling for Dynamical Systems. In: Schulte H, Hoffmann F, Mikut R, eds. Proceedings - 35. Workshop Computational Intelligence. Karlsruher Institut für Technologie (KIT); 2025. doi:10.5445/IR/1000186052' apa: Dockhorn, F.-M., & Kohlhase, M. (2025). Discrepancy Modeling for Dynamical Systems. In H. Schulte, F. Hoffmann, & R. Mikut (Eds.), Proceedings - 35. Workshop Computational Intelligence. Karlsruher Institut für Technologie (KIT). https://doi.org/10.5445/IR/1000186052 bibtex: '@inproceedings{Dockhorn_Kohlhase_2025, title={Discrepancy Modeling for Dynamical Systems}, DOI={10.5445/IR/1000186052}, booktitle={Proceedings - 35. Workshop Computational Intelligence}, publisher={Karlsruher Institut für Technologie (KIT)}, author={Dockhorn, Frederick-Mortimer and Kohlhase, Martin}, editor={Schulte, Horst and Hoffmann, Frank and Mikut, RalfEditors}, year={2025} }' chicago: Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “Discrepancy Modeling for Dynamical Systems.” In Proceedings - 35. Workshop Computational Intelligence, edited by Horst Schulte, Frank Hoffmann, and Ralf Mikut. Karlsruher Institut für Technologie (KIT), 2025. https://doi.org/10.5445/IR/1000186052. ieee: F.-M. Dockhorn and M. Kohlhase, “Discrepancy Modeling for Dynamical Systems,” in Proceedings - 35. Workshop Computational Intelligence, 2025. mla: Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “Discrepancy Modeling for Dynamical Systems.” Proceedings - 35. Workshop Computational Intelligence, edited by Horst Schulte et al., Karlsruher Institut für Technologie (KIT), 2025, doi:10.5445/IR/1000186052. short: 'F.-M. Dockhorn, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.), Proceedings - 35. Workshop Computational Intelligence, Karlsruher Institut für Technologie (KIT), 2025.' conference: end_date: 2025-11-21 name: 35. Workshop Computational Intelligence start_date: 2025-11-20 date_created: 2025-12-06T15:09:13Z date_updated: 2026-03-17T15:29:29Z doi: 10.5445/IR/1000186052 editor: - first_name: Horst full_name: Schulte, Horst last_name: Schulte - first_name: Frank full_name: Hoffmann, Frank last_name: Hoffmann - first_name: Ralf full_name: Mikut, Ralf last_name: Mikut language: - iso: eng main_file_link: - open_access: '1' oa: '1' project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Proceedings - 35. Workshop Computational Intelligence publication_status: published publisher: Karlsruher Institut für Technologie (KIT) quality_controlled: '1' status: public title: Discrepancy Modeling for Dynamical Systems type: conference_abstract user_id: '255506' year: '2025' ... --- _id: '6267' author: - first_name: Julian full_name: Bültemeier, Julian last_name: Bültemeier - first_name: Christoph-Alexander full_name: Holst, Christoph-Alexander last_name: Holst - first_name: Volker full_name: Lohweg, Volker last_name: Lohweg - first_name: Marvin full_name: Schöne, Marvin id: '218388' last_name: Schöne - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196000534 - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000535 citation: alphadin: 'Bültemeier, Julian ; Holst, Christoph-Alexander ; Lohweg, Volker ; Schöne, Marvin ; Jaster, Bjarne ; Kohlhase, Martin: AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA) : IEEE, 2025, S. 1–4' ama: 'Bültemeier J, Holst C-A, Lohweg V, Schöne M, Jaster B, Kohlhase M. AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA). IEEE; 2025:1-4. doi:10.1109/ETFA65518.2025.11205664' apa: 'Bültemeier, J., Holst, C.-A., Lohweg, V., Schöne, M., Jaster, B., & Kohlhase, M. (2025). AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA) (pp. 1–4). Porto, Portugal: IEEE. https://doi.org/10.1109/ETFA65518.2025.11205664' bibtex: '@inproceedings{Bültemeier_Holst_Lohweg_Schöne_Jaster_Kohlhase_2025, title={AI Workflow for Scarce Data: A Modular Approach to Optimise Processes}, DOI={10.1109/ETFA65518.2025.11205664}, booktitle={2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher={IEEE}, author={Bültemeier, Julian and Holst, Christoph-Alexander and Lohweg, Volker and Schöne, Marvin and Jaster, Bjarne and Kohlhase, Martin}, year={2025}, pages={1–4} }' chicago: 'Bültemeier, Julian, Christoph-Alexander Holst, Volker Lohweg, Marvin Schöne, Bjarne Jaster, and Martin Kohlhase. “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.” In 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), 1–4. IEEE, 2025. https://doi.org/10.1109/ETFA65518.2025.11205664.' ieee: 'J. Bültemeier, C.-A. Holst, V. Lohweg, M. Schöne, B. Jaster, and M. Kohlhase, “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes,” in 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), Porto, Portugal, 2025, pp. 1–4.' mla: 'Bültemeier, Julian, et al. “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.” 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, 2025, pp. 1–4, doi:10.1109/ETFA65518.2025.11205664.' short: 'J. Bültemeier, C.-A. Holst, V. Lohweg, M. Schöne, B. Jaster, M. Kohlhase, in: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, 2025, pp. 1–4.' conference: location: Porto, Portugal name: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA) date_created: 2025-11-04T14:01:05Z date_updated: 2026-03-17T15:29:28Z doi: 10.1109/ETFA65518.2025.11205664 language: - iso: eng page: 1-4 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA) publication_identifier: eisbn: - 979-8-3315-5383-8 publication_status: published publisher: IEEE status: public title: 'AI Workflow for Scarce Data: A Modular Approach to Optimise Processes' type: conference user_id: '252434' year: '2025' ... --- _id: '6273' author: - first_name: Marvin full_name: Schöne, Marvin id: '218388' last_name: Schöne - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196032569 - first_name: Julian full_name: Bültemeier, Julian last_name: Bültemeier - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196032572 citation: alphadin: 'Schöne, Marvin ; Jaster, Bjarne ; Bültemeier, Julian ; Kohlhase, Martin: Informed Active Learning with Decision Trees to Balance Exploration and Exploitation. In: Institute for Data Science Solutions (Hrsg.): Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge, Schriftenreihe des Institute for Data Science Solutions. Bd. 2. Bielefeld : Hochschule Bielefeld, 2025, S. 26–27' ama: 'Schöne M, Jaster B, Bültemeier J, Kohlhase M. Informed Active Learning with Decision Trees to Balance Exploration and Exploitation. In: Institute for Data Science Solutions, ed. Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge. Vol 2. Schriftenreihe des Institute for Data Science Solutions. Bielefeld: Hochschule Bielefeld; 2025:26-27. doi:10.60802/sidas.2025.2' apa: 'Schöne, M., Jaster, B., Bültemeier, J., & Kohlhase, M. (2025). Informed Active Learning with Decision Trees to Balance Exploration and Exploitation. In Institute for Data Science Solutions (Ed.), Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge (Vol. 2, pp. 26–27). Bielefeld: Hochschule Bielefeld. https://doi.org/10.60802/sidas.2025.2' bibtex: '@inbook{Schöne_Jaster_Bültemeier_Kohlhase_2025, place={Bielefeld}, series={Schriftenreihe des Institute for Data Science Solutions}, title={Informed Active Learning with Decision Trees to Balance Exploration and Exploitation}, volume={2}, DOI={10.60802/sidas.2025.2}, booktitle={Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge}, publisher={Hochschule Bielefeld}, author={Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and Kohlhase, Martin}, editor={Institute for Data Science SolutionsEditor}, year={2025}, pages={26–27}, collection={Schriftenreihe des Institute for Data Science Solutions} }' chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, and Martin Kohlhase. “Informed Active Learning with Decision Trees to Balance Exploration and Exploitation.” In Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge, edited by Institute for Data Science Solutions, 2:26–27. Schriftenreihe Des Institute for Data Science Solutions. Bielefeld: Hochschule Bielefeld, 2025. https://doi.org/10.60802/sidas.2025.2.' ieee: 'M. Schöne, B. Jaster, J. Bültemeier, and M. Kohlhase, “Informed Active Learning with Decision Trees to Balance Exploration and Exploitation,” in Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge, vol. 2, Institute for Data Science Solutions, Ed. Bielefeld: Hochschule Bielefeld, 2025, pp. 26–27.' mla: Schöne, Marvin, et al. “Informed Active Learning with Decision Trees to Balance Exploration and Exploitation.” Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge, edited by Institute for Data Science Solutions, vol. 2, Hochschule Bielefeld, 2025, pp. 26–27, doi:10.60802/sidas.2025.2. short: 'M. Schöne, B. Jaster, J. Bültemeier, M. Kohlhase, in: Institute for Data Science Solutions (Ed.), Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge, Hochschule Bielefeld, Bielefeld, 2025, pp. 26–27.' corporate_editor: - Institute for Data Science Solutions date_created: 2025-11-04T20:07:01Z date_updated: 2026-03-17T15:29:28Z doi: 10.60802/sidas.2025.2 intvolume: ' 2' language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 26-27 place: Bielefeld project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge publication_status: published publisher: Hochschule Bielefeld series_title: Schriftenreihe des Institute for Data Science Solutions status: public title: Informed Active Learning with Decision Trees to Balance Exploration and Exploitation type: book_chapter user_id: '252434' volume: 2 year: '2025' ... --- _id: '6297' alternative_id: - '6602' alternative_title: - 'Sensor Integration in Orthoses for the Treatment of Diabetic Foot Syndrome: a Technical Consideration' author: - first_name: Vincent full_name: Katter, Vincent id: '239593' last_name: Katter orcid: 0009-0002-3257-3877 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-3257-3877/work/197742772 - first_name: Carolin full_name: Huperz, Carolin id: '252602' last_name: Huperz - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/197573931 - first_name: J. full_name: Bartsch, J. last_name: Bartsch - first_name: I full_name: Özlu, I last_name: Özlu - first_name: M full_name: Regier, M last_name: Regier - first_name: R.I. full_name: Amelung, R.I. last_name: Amelung - first_name: B. full_name: Klemme, B. last_name: Klemme citation: alphadin: 'Katter, Vincent ; Huperz, Carolin ; Kohlhase, Martin ; Bartsch, J. ; Özlu, I ; Regier, M ; Amelung, R.I. ; Klemme, B.: Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung. In: Orthopädie Technik, Verlag Orthopädie-Technik (2025), Nr. 11, S. 68–73' ama: 'Katter V, Huperz C, Kohlhase M, et al. Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung. Orthopädie Technik. 2025;(11):68-73.' apa: 'Katter, V., Huperz, C., Kohlhase, M., Bartsch, J., Özlu, I., Regier, M., … Klemme, B. (2025). Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung. Orthopädie Technik, (11), 68–73.' bibtex: '@article{Katter_Huperz_Kohlhase_Bartsch_Özlu_Regier_Amelung_Klemme_2025, title={Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung}, number={11}, journal={Orthopädie Technik}, publisher={Verlag Orthopädie-Technik}, 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.}, year={2025}, pages={68–73} }' chicago: 'Katter, Vincent, Carolin Huperz, Martin Kohlhase, J. Bartsch, I Özlu, M Regier, R.I. Amelung, and B. Klemme. “Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung.” Orthopädie Technik, no. 11 (2025): 68–73.' ieee: 'V. Katter et al., “Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung,” Orthopädie Technik, no. 11, pp. 68–73, 2025.' mla: 'Katter, Vincent, et al. “Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung.” Orthopädie Technik, no. 11, Verlag Orthopädie-Technik, 2025, pp. 68–73.' short: V. Katter, C. Huperz, M. Kohlhase, J. Bartsch, I. Özlu, M. Regier, R.I. Amelung, B. Klemme, Orthopädie Technik (2025) 68–73. date_created: 2025-11-17T11:55:55Z date_updated: 2026-03-17T15:29:28Z department: - _id: '103' extern: '1' issue: '11' keyword: - Diabetisches Fußsyndrom (DFS) - Smarte Orthese - Plantardruckmessung - Anomalieerkennung - Künstliche Intelligenz language: - iso: ger main_file_link: - url: https://360-ot.de/sensorintegration-in-orthesen-zur-versorgung-des-diabetischen-fusssyndroms-eine-technische-betrachtung/ page: 68 - 73 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Orthopädie Technik publication_identifier: issn: - 0340-5591 publication_status: published publisher: Verlag Orthopädie-Technik quality_controlled: '1' status: public title: 'Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung' type: journal_article user_id: '263827' year: '2025' ... --- _id: '5905' author: - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880018 - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880020 citation: alphadin: 'Jaster, Bjarne ; Kohlhase, Martin: Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE (Hrsg.): 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) : IEEE, 2025, S. 1–5' ama: 'Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE, ed. 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion). IEEE; 2025:1-5. doi:10.1109/CITRExCompanion65208.2025.10981492' apa: 'Jaster, B., & Kohlhase, M. (2025). Trust Issues in Active Learning and Their Impact on Real-World Applications. In IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) (pp. 1–5). Trondheim, Norway: IEEE. https://doi.org/10.1109/CITRExCompanion65208.2025.10981492' bibtex: '@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning and Their Impact on Real-World Applications}, DOI={10.1109/CITRExCompanion65208.2025.10981492}, booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }' chicago: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” In 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), edited by IEEE, 1–5. IEEE, 2025. https://doi.org/10.1109/CITRExCompanion65208.2025.10981492. ieee: B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact on Real-World Applications,” in 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), Trondheim, Norway, 2025, pp. 1–5. mla: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), edited by IEEE, IEEE, 2025, pp. 1–5, doi:10.1109/CITRExCompanion65208.2025.10981492. short: 'B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE, 2025, pp. 1–5.' conference: end_date: 2025-03-20 location: Trondheim, Norway name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) start_date: 2025-03-17 corporate_editor: - IEEE date_created: 2025-05-05T11:39:04Z date_updated: 2026-03-17T15:29:25Z doi: 10.1109/CITRExCompanion65208.2025.10981492 keyword: - Active Learning - Trustworthiness - Evaluation-methods language: - iso: eng main_file_link: - url: https://ieeexplore.ieee.org/document/10981492 page: 1-5 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) publication_identifier: eisbn: - 979-8-3315-1972-8 publication_status: published publisher: IEEE quality_controlled: '1' related_material: record: - id: '6045' relation: later_version status: public status: public title: Trust Issues in Active Learning and Their Impact on Real-World Applications type: conference user_id: '263827' year: '2025' ... --- _id: '6045' author: - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880542 - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880544 citation: alphadin: 'Jaster, Bjarne ; Kohlhase, Martin: Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE (Hrsg.): 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) : IEEE, 2025, S. 1–5' ama: 'Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE, ed. 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion). IEEE; 2025:1-5. doi:10.57720/6045' apa: 'Jaster, B., & Kohlhase, M. (2025). Trust Issues in Active Learning and Their Impact on Real-World Applications. In IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) (pp. 1–5). Trondheim, Norway: IEEE. https://doi.org/10.57720/6045' bibtex: '@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning and Their Impact on Real-World Applications}, DOI={10.57720/6045}, booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }' chicago: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” In 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), edited by IEEE, 1–5. IEEE, 2025. https://doi.org/10.57720/6045. ieee: B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact on Real-World Applications,” in 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), Trondheim, Norway, 2025, pp. 1–5. mla: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), edited by IEEE, IEEE, 2025, pp. 1–5, doi:10.57720/6045. short: 'B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE, 2025, pp. 1–5.' conference: end_date: 2025-03-20 location: Trondheim, Norway name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) start_date: 2025-03-17 corporate_editor: - IEEE date_created: 2025-07-10T05:52:35Z date_updated: 2026-03-17T15:29:25Z doi: 10.57720/6045 file: - access_level: open_access content_type: application/pdf creator: kwerth date_created: 2025-07-10T06:16:33Z date_updated: 2025-07-10T06:16:33Z file_id: '6048' file_name: Secondary Publication, Jaster et al, 2025, Active_Learning_in_Practice.pdf file_size: 1256254 relation: main_file success: 1 file_date_updated: 2025-07-10T06:16:33Z has_accepted_license: '1' keyword: - Active Learning - Trustworthiness - Evaluation-methods language: - iso: eng oa: '1' page: 1-5 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) publication_identifier: eisbn: - 979-8-3315-1972-8 publication_status: published publisher: IEEE quality_controlled: '1' related_material: link: - description: 'This is the original article published by IEEE. Available online: 10.1109/CITRExCompanion65208.2025.10981492' relation: confirmation url: 10.1109/CITRExCompanion65208.2025.10981492 record: - id: '5905' relation: earlier_version status: public status: public title: Trust Issues in Active Learning and Their Impact on Real-World Applications type: conference urn: urn:nbn:de:hbz:bi10-60457 user_id: '263827' year: '2025' ... --- _id: '6049' author: - first_name: Marvin full_name: Schöne, Marvin id: '218388' last_name: Schöne - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880864 - first_name: Julian full_name: Bültemeier, Julian last_name: Bültemeier - first_name: Justus full_name: Kösters, Justus last_name: Kösters - first_name: Christoph-Alexander full_name: Holst, Christoph-Alexander last_name: Holst - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880865 citation: alphadin: 'Schöne, Marvin ; Jaster, Bjarne ; Bültemeier, Julian ; Kösters, Justus ; Holst, Christoph-Alexander ; Kohlhase, Martin: Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: IEEE (Hrsg.): 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) : IEEE, 2025, S. 1–9' ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: IEEE, ed. 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx). IEEE; 2025:1-9. doi:10.57720/6049' apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., & Kohlhase, M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) (pp. 1–9). Trondheim, Norway: IEEE. https://doi.org/10.57720/6049' bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit}, DOI={10.57720/6049}, booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }' chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit.” In 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), edited by IEEE, 1–9. IEEE, 2025. https://doi.org/10.57720/6049.' ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase, “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit,” in 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), Trondheim, Norway, 2025, pp. 1–9.' mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit.” 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), edited by IEEE, IEEE, 2025, pp. 1–9, doi:10.57720/6049.' short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.' conference: end_date: 2025-03-20 location: Trondheim, Norway name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) start_date: 2025-03-17 corporate_editor: - IEEE date_created: 2025-07-10T06:20:36Z date_updated: 2026-03-17T15:29:25Z doi: 10.57720/6049 file: - access_level: open_access content_type: application/pdf creator: kwerth date_created: 2025-07-10T06:30:41Z date_updated: 2025-07-10T06:30:41Z file_id: '6050' file_name: Secondary Publication, Schöne et al, 2025, Active_Learning_with_GUIDE.pdf file_size: 2379084 relation: main_file success: 1 file_date_updated: 2025-07-10T06:30:41Z has_accepted_license: '1' keyword: - Interpretability - Classification - Pool-based Active Learning - Decision Trees language: - iso: eng oa: '1' page: 1-9 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) publication_identifier: eisbn: - 979-8-3315-2015-1 publication_status: published publisher: IEEE quality_controlled: '1' related_material: link: - description: 'This is the original article published by IEEE. Available online: 10.1109/CITREx64975.2025.10974940.' relation: earlier_version url: 10.1109/CITREx64975.2025.10974940 status: public title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit' type: conference urn: urn:nbn:de:hbz:bi10-60491 user_id: '263827' year: '2025' ... --- _id: '5904' author: - first_name: Marvin full_name: Schöne, Marvin id: '218388' last_name: Schöne - first_name: Bjarne full_name: Jaster, Bjarne id: '252434' last_name: Jaster orcid: 0000-0002-8362-5369 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/204125762 - first_name: Julian full_name: Bültemeier, Julian last_name: Bültemeier - first_name: Justus full_name: Kösters, Justus last_name: Kösters - first_name: Christoph-Alexander full_name: Holst, Christoph-Alexander last_name: Holst - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/204125763 citation: alphadin: 'Schöne, Marvin ; Jaster, Bjarne ; Bültemeier, Julian ; Kösters, Justus ; Holst, Christoph-Alexander ; Kohlhase, Martin: Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: IEEE (Hrsg.): 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) : IEEE, 2025, S. 1–9' ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: IEEE, ed. 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx). IEEE; 2025:1-9. doi:10.1109/CITREx64975.2025.10974940' apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., & Kohlhase, M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) (pp. 1–9). Trondheim, Norway: IEEE. https://doi.org/10.1109/CITREx64975.2025.10974940' bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit}, DOI={10.1109/CITREx64975.2025.10974940}, booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }' chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit.” In 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), edited by IEEE, 1–9. IEEE, 2025. https://doi.org/10.1109/CITREx64975.2025.10974940.' ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase, “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit,” in 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), Trondheim, Norway, 2025, pp. 1–9.' mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit.” 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), edited by IEEE, IEEE, 2025, pp. 1–9, doi:10.1109/CITREx64975.2025.10974940.' short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.' conference: end_date: 2025-03-20 location: Trondheim, Norway name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) start_date: 2025-03-17 corporate_editor: - IEEE date_created: 2025-04-29T13:20:58Z date_updated: 2026-03-17T15:29:23Z doi: 10.1109/CITREx64975.2025.10974940 keyword: - Interpretability - Classification - Pool-based Active Learning - Decision Trees language: - iso: eng main_file_link: - url: https://ieeexplore.ieee.org/document/10974940 page: 1-9 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx) publication_identifier: eisbn: - 979-8-3315-2015-1 publication_status: published publisher: IEEE quality_controlled: '1' status: public title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit' type: conference user_id: '237837' year: '2025' ... --- _id: '5882' author: - first_name: Julian full_name: Bültemeier, Julian last_name: Bültemeier - first_name: Marvin full_name: Schöne, Marvin id: '218388' last_name: Schöne - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/181332343 - first_name: Christoph-Alexander full_name: Holst, Christoph-Alexander last_name: Holst - first_name: Volker full_name: Lohweg, Volker last_name: Lohweg - first_name: Oliver full_name: Nelles, Oliver last_name: Nelles citation: alphadin: 'Bültemeier, Julian ; Schöne, Marvin ; Kohlhase, Martin ; Holst, Christoph-Alexander ; Lohweg, Volker ; Nelles, Oliver: Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs. In: Schulte, H. ; Hoffmann, F. ; Mikut, R. (Hrsg.): Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024 : KIT Scientific Publishing, 2024, S. 217–231' ama: 'Bültemeier J, Schöne M, Kohlhase M, Holst C-A, Lohweg V, Nelles O. Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs. In: Schulte H, Hoffmann F, Mikut R, eds. Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024. KIT Scientific Publishing; 2024:217-231. doi:10.58895/ksp//1000174544-14' apa: 'Bültemeier, J., Schöne, M., Kohlhase, M., Holst, C.-A., Lohweg, V., & Nelles, O. (2024). Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs. In H. Schulte, F. Hoffmann, & R. Mikut (Eds.), Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024 (pp. 217–231). Berlin: KIT Scientific Publishing. https://doi.org/10.58895/ksp//1000174544-14' bibtex: '@inproceedings{Bültemeier_Schöne_Kohlhase_Holst_Lohweg_Nelles_2024, title={Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs}, DOI={10.58895/ksp//1000174544-14}, booktitle={Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024}, publisher={KIT Scientific Publishing}, author={Bültemeier, Julian and Schöne, Marvin and Kohlhase, Martin and Holst, Christoph-Alexander and Lohweg, Volker and Nelles, Oliver}, editor={Schulte, Horst and Hoffmann, Frank and Mikut, Ralf Editors}, year={2024}, pages={217–231} }' chicago: 'Bültemeier, Julian, Marvin Schöne, Martin Kohlhase, Christoph-Alexander Holst, Volker Lohweg, and Oliver Nelles. “Dichte-Skaliertes Optimierungskriterium Für Sliced Latin Hypercube Designs.” In Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, edited by Horst Schulte, Frank Hoffmann, and Ralf Mikut, 217–31. KIT Scientific Publishing, 2024. https://doi.org/10.58895/ksp//1000174544-14.' ieee: 'J. Bültemeier, M. Schöne, M. Kohlhase, C.-A. Holst, V. Lohweg, and O. Nelles, “Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs,” in Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, Berlin, 2024, pp. 217–231.' mla: 'Bültemeier, Julian, et al. “Dichte-Skaliertes Optimierungskriterium Für Sliced Latin Hypercube Designs.” Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, edited by Horst Schulte et al., KIT Scientific Publishing, 2024, pp. 217–31, doi:10.58895/ksp//1000174544-14.' short: 'J. Bültemeier, M. Schöne, M. Kohlhase, C.-A. Holst, V. Lohweg, O. Nelles, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.), Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, KIT Scientific Publishing, 2024, pp. 217–231.' conference: end_date: 2024-11-22 location: Berlin name: 34. Workshop Computational Intelligence start_date: 2024-11-21 date_created: 2025-04-01T06:20:25Z date_updated: 2026-03-17T15:29:23Z doi: 10.58895/ksp//1000174544-14 editor: - first_name: 'Horst ' full_name: 'Schulte, Horst ' last_name: Schulte - first_name: Frank full_name: Hoffmann, Frank last_name: Hoffmann - first_name: 'Ralf ' full_name: 'Mikut, Ralf ' last_name: Mikut language: - iso: eng main_file_link: - open_access: '1' url: https://www.ksp.kit.edu/site/chapters/e/10.58895/ksp/1000174544-14/ oa: '1' page: 217-231 publication: 'Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024' publication_identifier: isbn: - '9783731513889' publication_status: published publisher: KIT Scientific Publishing status: public title: Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs type: conference user_id: '220548' year: '2024' ... --- _id: '5789' author: - first_name: Frederick-Mortimer full_name: Dockhorn, Frederick-Mortimer id: '255506' last_name: Dockhorn - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/179925806 citation: alphadin: 'Dockhorn, Frederick-Mortimer ; Kohlhase, Martin: An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics. In: Schulte, H. ; Hoffmann, F. ; Mikut, R. (Hrsg.): Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024 : KIT Scientific Publishing, 2024, S. 53–76' ama: 'Dockhorn F-M, Kohlhase M. An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics. In: Schulte H, Hoffmann F, Mikut R, eds. Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024. KIT Scientific Publishing; 2024:53-76. doi:10.5445/KSP/1000174544' apa: 'Dockhorn, F.-M., & Kohlhase, M. (2024). An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics. In H. Schulte, F. Hoffmann, & R. Mikut (Eds.), Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024 (pp. 53–76). Berlin: KIT Scientific Publishing. https://doi.org/10.5445/KSP/1000174544' bibtex: '@inproceedings{Dockhorn_Kohlhase_2024, title={An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics}, DOI={10.5445/KSP/1000174544}, booktitle={Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024}, publisher={KIT Scientific Publishing}, author={Dockhorn, Frederick-Mortimer and Kohlhase, Martin}, editor={Schulte, Horst and Hoffmann, Frank and Mikut, Ralf Editors}, year={2024}, pages={53–76} }' chicago: 'Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “An Application-Oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics.” In Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, edited by Horst Schulte, Frank Hoffmann, and Ralf Mikut, 53–76. KIT Scientific Publishing, 2024. https://doi.org/10.5445/KSP/1000174544.' ieee: 'F.-M. Dockhorn and M. Kohlhase, “An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics,” in Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, Berlin, 2024, pp. 53–76.' mla: 'Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “An Application-Oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics.” Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, edited by Horst Schulte et al., KIT Scientific Publishing, 2024, pp. 53–76, doi:10.5445/KSP/1000174544.' short: 'F.-M. Dockhorn, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.), Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024, KIT Scientific Publishing, 2024, pp. 53–76.' conference: end_date: 2024-11-22 location: Berlin name: 34. Workshop Compuational Intelligence start_date: 2024-11-21 date_created: 2025-03-07T15:28:53Z date_updated: 2026-03-17T15:29:22Z doi: 10.5445/KSP/1000174544 editor: - first_name: Horst full_name: Schulte, Horst last_name: Schulte - first_name: 'Frank ' full_name: 'Hoffmann, Frank ' last_name: Hoffmann - first_name: 'Ralf ' full_name: 'Mikut, Ralf ' last_name: Mikut language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 53-76 project: - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 'Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024' publication_identifier: isbn: - ' 978-3-7315-1388-9' publication_status: published publisher: KIT Scientific Publishing quality_controlled: '1' status: public title: An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics type: conference user_id: '255506' year: '2024' ... --- _id: '5497' author: - first_name: Julian full_name: Weller, Julian last_name: Weller - first_name: Nico full_name: Migenda, Nico id: '218473' last_name: Migenda orcid: 0000-0002-7223-1735 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/177075481 - first_name: Sebastian von full_name: Enzberg, Sebastian von last_name: Enzberg - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/177075482 - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/177075483 - first_name: Roman full_name: Dumitrescu, Roman last_name: Dumitrescu citation: alphadin: 'Weller, Julian ; Migenda, Nico ; Enzberg, Sebastian von ; Kohlhase, Martin ; Schenck, Wolfram ; Dumitrescu, Roman: Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. In: Procedia CIRP Bd. 128, Elsevier BV (2024), S. 424–429' ama: Weller J, Migenda N, Enzberg S von, Kohlhase M, Schenck W, Dumitrescu R. Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. Procedia CIRP. 2024;128:424-429. doi:10.1016/j.procir.2024.03.022 apa: Weller, J., Migenda, N., Enzberg, S. von, Kohlhase, M., Schenck, W., & Dumitrescu, R. (2024). Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. Procedia CIRP, 128, 424–429. https://doi.org/10.1016/j.procir.2024.03.022 bibtex: '@article{Weller_Migenda_Enzberg_Kohlhase_Schenck_Dumitrescu_2024, title={Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories}, volume={128}, DOI={10.1016/j.procir.2024.03.022}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Weller, Julian and Migenda, Nico and Enzberg, Sebastian von and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024}, pages={424–429} }' chicago: 'Weller, Julian, Nico Migenda, Sebastian von Enzberg, Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Design Decisions for Integrating Prescriptive Analytics Use Cases into Smart Factories.” Procedia CIRP 128 (2024): 424–29. https://doi.org/10.1016/j.procir.2024.03.022.' ieee: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, and R. Dumitrescu, “Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories,” Procedia CIRP, vol. 128, pp. 424–429, 2024. mla: Weller, Julian, et al. “Design Decisions for Integrating Prescriptive Analytics Use Cases into Smart Factories.” Procedia CIRP, vol. 128, Elsevier BV, 2024, pp. 424–29, doi:10.1016/j.procir.2024.03.022. short: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu, Procedia CIRP 128 (2024) 424–429. date_created: 2025-01-31T17:03:32Z date_updated: 2026-03-17T15:29:19Z doi: 10.1016/j.procir.2024.03.022 intvolume: ' 128' language: - iso: eng page: 424-429 project: - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Procedia CIRP publication_identifier: issn: - 2212-8271 publication_status: published publisher: Elsevier BV quality_controlled: '1' status: public title: Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories type: journal_article user_id: '220548' volume: 128 year: '2024' ... --- _id: '4913' article_number: '2663' author: - first_name: Julian full_name: Weller, Julian last_name: Weller - first_name: Nico full_name: Migenda, Nico id: '218473' last_name: Migenda orcid: 0000-0002-7223-1735 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167155079 - first_name: Yash full_name: Naik, Yash last_name: Naik - first_name: Tim full_name: Heuwinkel, Tim last_name: Heuwinkel - first_name: Arno full_name: Kühn, Arno last_name: Kühn - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167155080 - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167155081 - first_name: Roman full_name: Dumitrescu, Roman last_name: Dumitrescu citation: alphadin: 'Weller, Julian ; Migenda, Nico ; Naik, Yash ; Heuwinkel, Tim ; Kühn, Arno ; Kohlhase, Martin ; Schenck, Wolfram ; Dumitrescu, Roman: Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. In: Mathematics Bd. 12, MDPI AG (2024), Nr. 17' ama: Weller J, Migenda N, Naik Y, et al. Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. Mathematics. 2024;12(17). doi:10.3390/math12172663 apa: Weller, J., Migenda, N., Naik, Y., Heuwinkel, T., Kühn, A., Kohlhase, M., … Dumitrescu, R. (2024). Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. Mathematics, 12(17). https://doi.org/10.3390/math12172663 bibtex: '@article{Weller_Migenda_Naik_Heuwinkel_Kühn_Kohlhase_Schenck_Dumitrescu_2024, title={Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories}, volume={12}, DOI={10.3390/math12172663}, number={172663}, journal={Mathematics}, publisher={MDPI AG}, author={Weller, Julian and Migenda, Nico and Naik, Yash and Heuwinkel, Tim and Kühn, Arno and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024} }' chicago: Weller, Julian, Nico Migenda, Yash Naik, Tim Heuwinkel, Arno Kühn, Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories.” Mathematics 12, no. 17 (2024). https://doi.org/10.3390/math12172663. ieee: J. Weller et al., “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories,” Mathematics, vol. 12, no. 17, 2024. mla: Weller, Julian, et al. “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories.” Mathematics, vol. 12, no. 17, 2663, MDPI AG, 2024, doi:10.3390/math12172663. short: J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck, R. Dumitrescu, Mathematics 12 (2024). date_created: 2024-09-10T07:26:47Z date_updated: 2026-03-17T15:29:08Z doi: 10.3390/math12172663 intvolume: ' 12' issue: '17' language: - iso: eng project: - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Mathematics publication_identifier: eissn: - 2227-7390 publication_status: published publisher: MDPI AG quality_controlled: '1' status: public title: Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: '224375' volume: 12 year: '2024' ... --- _id: '4915' author: - first_name: Julian full_name: Weller, Julian last_name: Weller - first_name: Nico full_name: Migenda, Nico id: '218473' last_name: Migenda orcid: 0000-0002-7223-1735 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154965 - first_name: Rui full_name: Liu, Rui last_name: Liu - first_name: Arthur full_name: Wegel, Arthur last_name: Wegel - first_name: Sebastian full_name: von Enzberg, Sebastian last_name: von Enzberg - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154956 - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154958 - first_name: Roman full_name: Dumitrescu, Roman last_name: Dumitrescu citation: alphadin: 'Weller, Julian ; Migenda, Nico ; Liu, Rui ; Wegel, Arthur ; von Enzberg, Sebastian ; Kohlhase, Martin ; Schenck, Wolfram ; Dumitrescu, Roman: Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories. In: Niggemann, O. ; Beyerer, J. ; Krantz, M. ; Kühnert, C. (Hrsg.): Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023, Technologien für die intelligente Automation. Bd. 18. Cham : Springer Nature Switzerland, 2024, S. 89–100' ama: 'Weller J, Migenda N, Liu R, et al. Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories. In: Niggemann O, Beyerer J, Krantz M, Kühnert C, eds. Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023. Vol 18. Technologien für die intelligente Automation. Cham: Springer Nature Switzerland; 2024:89-100. doi:10.1007/978-3-031-47062-2_9' apa: 'Weller, J., Migenda, N., Liu, R., Wegel, A., von Enzberg, S., Kohlhase, M., … Dumitrescu, R. (2024). Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories. In O. Niggemann, J. Beyerer, M. Krantz, & C. Kühnert (Eds.), Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023 (Vol. 18, pp. 89–100). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-47062-2_9' bibtex: '@inbook{Weller_Migenda_Liu_Wegel_von Enzberg_Kohlhase_Schenck_Dumitrescu_2024, place={Cham}, series={Technologien für die intelligente Automation}, title={Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories}, volume={18}, DOI={10.1007/978-3-031-47062-2_9}, booktitle={Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023}, publisher={Springer Nature Switzerland}, 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}, editor={Niggemann, Oliver and Beyerer, Jürgen and Krantz, Maria and Kühnert, ChristianEditors}, year={2024}, pages={89–100}, collection={Technologien für die intelligente Automation} }' chicago: 'Weller, Julian, Nico Migenda, Rui Liu, Arthur Wegel, Sebastian von Enzberg, Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories.” In Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023, edited by Oliver Niggemann, Jürgen Beyerer, Maria Krantz, and Christian Kühnert, 18:89–100. Technologien Für Die Intelligente Automation. Cham: Springer Nature Switzerland, 2024. https://doi.org/10.1007/978-3-031-47062-2_9.' ieee: 'J. Weller et al., “Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories,” in Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023, vol. 18, O. Niggemann, J. Beyerer, M. Krantz, and C. Kühnert, Eds. Cham: Springer Nature Switzerland, 2024, pp. 89–100.' mla: Weller, Julian, et al. “Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories.” Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023, edited by Oliver Niggemann et al., vol. 18, Springer Nature Switzerland, 2024, pp. 89–100, doi:10.1007/978-3-031-47062-2_9. short: 'J. Weller, N. Migenda, R. Liu, A. Wegel, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu, in: O. Niggemann, J. Beyerer, M. Krantz, C. Kühnert (Eds.), Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023, Springer Nature Switzerland, Cham, 2024, pp. 89–100.' date_created: 2024-09-10T07:32:34Z date_updated: 2026-03-17T15:29:08Z doi: 10.1007/978-3-031-47062-2_9 editor: - first_name: Oliver full_name: Niggemann, Oliver last_name: Niggemann - first_name: Jürgen full_name: Beyerer, Jürgen last_name: Beyerer - first_name: Maria full_name: Krantz, Maria last_name: Krantz - first_name: Christian full_name: Kühnert, Christian last_name: Kühnert intvolume: ' 18' language: - iso: eng page: 89-100 place: Cham project: - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023 publication_identifier: eisbn: - 978-3-031-47062-2 eissn: - 2522-8587 isbn: - 978-3-031-47061-5 issn: - 2522-8579 publication_status: published publisher: Springer Nature Switzerland quality_controlled: '1' series_title: Technologien für die intelligente Automation status: public title: Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: book_chapter user_id: '224375' volume: 18 year: '2024' ... --- _id: '4699' author: - first_name: Marvin full_name: Niederhaus, Marvin id: '232004' last_name: Niederhaus orcid: 0009-0008-8581-2708 - first_name: Nico full_name: Migenda, Nico id: '218473' last_name: Migenda orcid: 0000-0002-7223-1735 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154717 - first_name: Julian full_name: Weller, Julian last_name: Weller - first_name: Wolfram full_name: Schenck, Wolfram id: '224375' last_name: Schenck orcid: 0000-0003-3300-2048 orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154718 - first_name: Martin full_name: Kohlhase, Martin id: '226669' last_name: Kohlhase orcid: 0009-0002-9374-0720 orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154719 citation: alphadin: 'Niederhaus, Marvin ; Migenda, Nico ; Weller, Julian ; Schenck, Wolfram ; Kohlhase, Martin: Technical Readiness of Prescriptive Analytics Platforms: A Survey. In: IEEE (Hrsg.): 2024 35th Conference of Open Innovations Association (FRUCT) : IEEE, 2024, S. 509–519' ama: 'Niederhaus M, Migenda N, Weller J, Schenck W, Kohlhase M. Technical Readiness of Prescriptive Analytics Platforms: A Survey. In: IEEE, ed. 2024 35th Conference of Open Innovations Association (FRUCT). IEEE; 2024:509-519. doi:10.23919/FRUCT61870.2024.10516367' apa: 'Niederhaus, M., Migenda, N., Weller, J., Schenck, W., & Kohlhase, M. (2024). Technical Readiness of Prescriptive Analytics Platforms: A Survey. In IEEE (Ed.), 2024 35th Conference of Open Innovations Association (FRUCT) (pp. 509–519). Tampere, Finland: IEEE. https://doi.org/10.23919/FRUCT61870.2024.10516367' bibtex: '@inproceedings{Niederhaus_Migenda_Weller_Schenck_Kohlhase_2024, title={Technical Readiness of Prescriptive Analytics Platforms: A Survey}, DOI={10.23919/FRUCT61870.2024.10516367}, booktitle={2024 35th Conference of Open Innovations Association (FRUCT)}, publisher={IEEE}, author={Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Schenck, Wolfram and Kohlhase, Martin}, editor={IEEEEditor}, year={2024}, pages={509–519} }' chicago: 'Niederhaus, Marvin, Nico Migenda, Julian Weller, Wolfram Schenck, and Martin Kohlhase. “Technical Readiness of Prescriptive Analytics Platforms: A Survey.” In 2024 35th Conference of Open Innovations Association (FRUCT), edited by IEEE, 509–19. IEEE, 2024. https://doi.org/10.23919/FRUCT61870.2024.10516367.' ieee: 'M. Niederhaus, N. Migenda, J. Weller, W. Schenck, and M. Kohlhase, “Technical Readiness of Prescriptive Analytics Platforms: A Survey,” in 2024 35th Conference of Open Innovations Association (FRUCT), Tampere, Finland, 2024, pp. 509–519.' mla: 'Niederhaus, Marvin, et al. “Technical Readiness of Prescriptive Analytics Platforms: A Survey.” 2024 35th Conference of Open Innovations Association (FRUCT), edited by IEEE, IEEE, 2024, pp. 509–19, doi:10.23919/FRUCT61870.2024.10516367.' short: 'M. Niederhaus, N. Migenda, J. Weller, W. Schenck, M. Kohlhase, in: IEEE (Ed.), 2024 35th Conference of Open Innovations Association (FRUCT), IEEE, 2024, pp. 509–519.' conference: end_date: 2023-11-25 location: Tampere, Finland name: 2024 35th Conference of Open Innovations Association (FRUCT) start_date: 2023-11-23 corporate_editor: - IEEE date_created: 2024-06-17T09:31:09Z date_updated: 2026-03-17T15:29:04Z doi: 10.23919/FRUCT61870.2024.10516367 language: - iso: eng page: 509-519 project: - _id: beb248c8-cd75-11ed-b77c-e432b4711f7b name: Institut für Systemdynamik und Mechatronik - _id: f432a2ee-bceb-11ed-a251-a83585c5074d name: Institute for Data Science Solutions publication: 2024 35th Conference of Open Innovations Association (FRUCT) publication_identifier: eisbn: - 978-952-65246-1-0 publication_status: published publisher: IEEE quality_controlled: '1' status: public title: 'Technical Readiness of Prescriptive Analytics Platforms: A Survey' type: conference user_id: '224375' year: '2024' ...