[{"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."}],"year":"2026","_id":"6898","editor":[{"first_name":"Irena","full_name":"Koprinska, Irena","last_name":"Koprinska"},{"first_name":"João","last_name":"Mendes-Moreira","full_name":"Mendes-Moreira, João"},{"full_name":"Branco, Paula","last_name":"Branco","first_name":"Paula"}],"language":[{"iso":"eng"}],"doi":"10.1007/978-3-032-19105-2_1","page":"5-21","publisher":"Springer Nature Switzerland","date_updated":"2026-06-01T15:18:27Z","place":"Cham","author":[{"last_name":"Jaster","full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369","id":"252434","first_name":"Bjarne"},{"id":"238549","first_name":"Alaa","full_name":"Tharwat, Alaa","last_name":"Tharwat"},{"full_name":"Sheikh, Eiram Mahera","last_name":"Sheikh","first_name":"Eiram Mahera"},{"last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","first_name":"Martin","id":"226669"},{"first_name":"Wolfram","id":"224375","last_name":"Schenck","orcid":"0000-0003-3300-2048","full_name":"Schenck, Wolfram"}],"citation":{"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.","chicago":"Jaster, Bjarne, Alaa Tharwat, Eiram Mahera Sheikh, Martin Kohlhase, and Wolfram Schenck. “Low Query Budget Active Learning for Classification and Regression.” In <i>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</i>, edited by Irena Koprinska, João Mendes-Moreira, and Paula Branco, 5–21. Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">https://doi.org/10.1007/978-3-032-19105-2_1</a>.","mla":"Jaster, Bjarne, et al. “Low Query Budget Active Learning for Classification and Regression.” <i>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</i>, edited by Irena Koprinska et al., Springer Nature Switzerland, 2026, pp. 5–21, doi:<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>.","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. <i>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</i>. Communications in Computer and Information Science. Cham: Springer Nature Switzerland; 2026:5-21. doi:<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>","ieee":"B. Jaster, A. Tharwat, E. M. Sheikh, M. Kohlhase, and W. Schenck, “Low Query Budget Active Learning for Classification and Regression,” in <i>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</i>, Porto, Portugal, 2026, pp. 5–21.","alphadin":"<span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Tharwat, Alaa</span> ; <span style=\"font-variant:small-caps;\">Sheikh, Eiram Mahera</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span>: Low Query Budget Active Learning for Classification and Regression. In: <span style=\"font-variant:small-caps;\">Koprinska, I.</span> ; <span style=\"font-variant:small-caps;\">Mendes-Moreira, J.</span> ; <span style=\"font-variant:small-caps;\">Branco, P.</span> (Hrsg.): <i>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</i>, <i>Communications in Computer and Information Science</i>. Cham : Springer Nature Switzerland, 2026, S. 5–21","apa":"Jaster, B., Tharwat, A., Sheikh, E. M., Kohlhase, M., &#38; Schenck, W. (2026). Low Query Budget Active Learning for Classification and Regression. In I. Koprinska, J. Mendes-Moreira, &#38; P. Branco (Eds.), <i>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</i> (pp. 5–21). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">https://doi.org/10.1007/978-3-032-19105-2_1</a>","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={<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>}, 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} }"},"conference":{"name":"ECML PKDD 2025","location":"Porto, Portugal","end_date":"2025-09-19","start_date":"2025-09-15"},"status":"public","publication_status":"published","series_title":"Communications in Computer and Information Science","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":{"eissn":["1865-0937"],"isbn":["978-3-032-19104-5"],"eisbn":["978-3-032-19105-2"],"issn":["1865-0929"]},"type":"conference","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"}],"oa":"1","user_id":"226669","main_file_link":[{"open_access":"1","url":"https://rdcu.be/fh03T"}],"alternative_id":["6899"],"title":"Low Query Budget Active Learning for Classification and Regression","date_created":"2026-05-10T07:55:29Z"},{"publisher":"Elsevier BV","date_updated":"2026-06-01T15:11:58Z","intvolume":"       171","doi":"10.1016/j.engappai.2026.114295","status":"public","citation":{"ama":"Tharwat A, Jaster B, Schenck W, Kohlhase M. Active learning evaluation metrics for classification and regression frameworks. <i>Engineering Applications of Artificial Intelligence</i>. 2026;171. doi:<a href=\"https://doi.org/10.1016/j.engappai.2026.114295\">10.1016/j.engappai.2026.114295</a>","mla":"Tharwat, Alaa, et al. “Active Learning Evaluation Metrics for Classification and Regression Frameworks.” <i>Engineering Applications of Artificial Intelligence</i>, vol. 171, 114295, Elsevier BV, 2026, doi:<a href=\"https://doi.org/10.1016/j.engappai.2026.114295\">10.1016/j.engappai.2026.114295</a>.","short":"A. Tharwat, B. Jaster, W. Schenck, M. Kohlhase, Engineering Applications of Artificial Intelligence 171 (2026).","chicago":"Tharwat, Alaa, Bjarne Jaster, Wolfram Schenck, and Martin Kohlhase. “Active Learning Evaluation Metrics for Classification and Regression Frameworks.” <i>Engineering Applications of Artificial Intelligence</i> 171 (2026). <a href=\"https://doi.org/10.1016/j.engappai.2026.114295\">https://doi.org/10.1016/j.engappai.2026.114295</a>.","apa":"Tharwat, A., Jaster, B., Schenck, W., &#38; Kohlhase, M. (2026). Active learning evaluation metrics for classification and regression frameworks. <i>Engineering Applications of Artificial Intelligence</i>, <i>171</i>. <a href=\"https://doi.org/10.1016/j.engappai.2026.114295\">https://doi.org/10.1016/j.engappai.2026.114295</a>","bibtex":"@article{Tharwat_Jaster_Schenck_Kohlhase_2026, title={Active learning evaluation metrics for classification and regression frameworks}, volume={171}, DOI={<a href=\"https://doi.org/10.1016/j.engappai.2026.114295\">10.1016/j.engappai.2026.114295</a>}, 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} }","alphadin":"<span style=\"font-variant:small-caps;\">Tharwat, Alaa</span> ; <span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Active learning evaluation metrics for classification and regression frameworks. In: <i>Engineering Applications of Artificial Intelligence</i> Bd. 171, Elsevier BV (2026)","ieee":"A. Tharwat, B. Jaster, W. Schenck, and M. Kohlhase, “Active learning evaluation metrics for classification and regression frameworks,” <i>Engineering Applications of Artificial Intelligence</i>, vol. 171, 2026."},"author":[{"first_name":"Alaa","id":"238549","full_name":"Tharwat, Alaa","last_name":"Tharwat"},{"last_name":"Jaster","full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369","id":"252434","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/207108820","first_name":"Bjarne"},{"orcid":"0000-0003-3300-2048","full_name":"Schenck, Wolfram","last_name":"Schenck","first_name":"Wolfram","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/207108821","id":"224375"},{"orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin","id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/207108822"}],"article_number":"114295","language":[{"iso":"eng"}],"year":"2026","_id":"6655","volume":171,"title":"Active learning evaluation metrics for classification and regression frameworks","date_created":"2026-02-27T10:10:55Z","publication_status":"published","publication":"Engineering Applications of Artificial Intelligence","user_id":"226669","main_file_link":[{"open_access":"1","url":"https://doi.org/10.1016/j.engappai.2026.114295"}],"publication_identifier":{"issn":["09521976"]},"type":"journal_article","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"},{"_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b","name":"Institut für Systemdynamik und Mechatronik"}],"oa":"1"},{"year":"2025","article_number":"261","status":"public","intvolume":"         9","doi":"10.3390/bdcc9100261","file":[{"access_level":"open_access","file_id":"6245","relation":"main_file","file_name":"BDCC-09-00261.pdf","file_size":13995224,"content_type":"application/pdf","date_updated":"2025-10-17T07:11:25Z","success":1,"date_created":"2025-10-17T07:11:25Z","creator":"mniederhaus"}],"type":"journal_article","publication_identifier":{"eissn":["2504-2289"]},"user_id":"226669","publication":"Big Data and Cognitive Computing","quality_controlled":"1","funded_apc":"1","department":[{"_id":"103"}],"file_date_updated":"2025-10-17T07:11:25Z","title":"Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems","date_created":"2025-10-17T07:19:59Z","volume":9,"_id":"6244","language":[{"iso":"eng"}],"author":[{"orcid":"0009-0008-8581-2708","full_name":"Niederhaus, Marvin","last_name":"Niederhaus","first_name":"Marvin","id":"232004","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0008-8581-2708/work/194508828"},{"first_name":"Nico","id":"218473","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7223-1735/work/194483982","orcid":"0000-0002-7223-1735","full_name":"Migenda, Nico","last_name":"Migenda"},{"first_name":"Julian","last_name":"Weller","full_name":"Weller, Julian"},{"last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/194483983","id":"226669","first_name":"Martin"},{"first_name":"Wolfram","id":"224375","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/194483984","last_name":"Schenck","orcid":"0000-0003-3300-2048","full_name":"Schenck, Wolfram"}],"citation":{"ieee":"M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” <i>Big Data and Cognitive Computing</i>, vol. 9, no. 10, 2025.","bibtex":"@article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9}, DOI={<a href=\"https://doi.org/10.3390/bdcc9100261\">10.3390/bdcc9100261</a>}, 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} }","apa":"Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025). Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data and Cognitive Computing</i>, <i>9</i>(10). <a href=\"https://doi.org/10.3390/bdcc9100261\">https://doi.org/10.3390/bdcc9100261</a>","alphadin":"<span style=\"font-variant:small-caps;\">Niederhaus, Marvin</span> ; <span style=\"font-variant:small-caps;\">Migenda, Nico</span> ; <span style=\"font-variant:small-caps;\">Weller, Julian</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span>: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In: <i>Big Data and Cognitive Computing</i> Bd. 9, MDPI AG (2025), Nr. 10","short":"M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and Cognitive Computing 9 (2025).","chicago":"Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i> 9, no. 10 (2025). <a href=\"https://doi.org/10.3390/bdcc9100261\">https://doi.org/10.3390/bdcc9100261</a>.","ama":"Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data and Cognitive Computing</i>. 2025;9(10). doi:<a href=\"https://doi.org/10.3390/bdcc9100261\">10.3390/bdcc9100261</a>","mla":"Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i>, vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href=\"https://doi.org/10.3390/bdcc9100261\">10.3390/bdcc9100261</a>."},"publisher":"MDPI AG","date_updated":"2026-06-01T15:15:50Z","has_accepted_license":"1","oa":"1","project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"},{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"main_file_link":[{"url":"https://www.mdpi.com/2504-2289/9/10/261/pdf","open_access":"1"}],"issue":"10","publication_status":"published","urn":"urn:nbn:de:hbz:bi10-62444","keyword":["prescriptive analytics","prescriptive platforms","advanced data analytics","retrieval-augmented generation","graph-based retrieval-augmented generation","large language models","generative AI","genAI","recommender system"],"article_type":"original"},{"main_file_link":[{"open_access":"1","url":"https://publikationen.bibliothek.kit.edu/1000186052"}],"corporate_editor":["Karlsruher Institut für Technologie (KIT)"],"user_id":"226669","extern":"1","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"oa":"1","type":"conference_abstract","publication":"Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025","series_title":"Proc. 35. Workshop Computational Intelligence","publication_status":"published","department":[{"_id":"103"}],"quality_controlled":"1","date_created":"2025-11-17T12:09:52Z","title":"Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors","language":[{"iso":"eng"}],"_id":"6298","editor":[{"first_name":"Horst","last_name":"Schulte","full_name":"Schulte, Horst"},{"full_name":"Hoffmann, Frank","last_name":"Hoffmann","first_name":"Frank"},{"first_name":"Ralf","last_name":"Mikut","full_name":"Mikut, Ralf"}],"year":"2025","status":"public","conference":{"name":"35. Workshop Computational Intelligence","location":"Berlin","start_date":"2025-11-20","end_date":"2025-11-21"},"citation":{"mla":"Katter, Vincent, and Martin Kohlhase. “Efficient Gait Analysis Using Knowledge Distillation from Sparse Sensors.” <i>Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025</i>, edited by Horst Schulte et al., Karlsruher Institut für Technologie (KIT), 2025, pp. 89–96, doi:<a href=\"https://doi.org/10.5445/IR/1000186052\">10.5445/IR/1000186052</a>.","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. <i>Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025</i>. Proc. 35. Workshop Computational Intelligence. Karlsruhe: Karlsruher Institut für Technologie (KIT); 2025:89-96. doi:<a href=\"https://doi.org/10.5445/IR/1000186052\">10.5445/IR/1000186052</a>","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.","chicago":"Katter, Vincent, and Martin Kohlhase. “Efficient Gait Analysis Using Knowledge Distillation from Sparse Sensors.” In <i>Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025</i>, 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. <a href=\"https://doi.org/10.5445/IR/1000186052\">https://doi.org/10.5445/IR/1000186052</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Katter, Vincent</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors. In: <span style=\"font-variant:small-caps;\">Schulte, H.</span> ; <span style=\"font-variant:small-caps;\">Hoffmann, F.</span> ; <span style=\"font-variant:small-caps;\">Mikut, R.</span> ; <span style=\"font-variant:small-caps;\">Karlsruher Institut für Technologie (KIT)</span> (Hrsg.): <i>Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025</i>, <i>Proc. 35. Workshop Computational Intelligence</i>. Karlsruhe : Karlsruher Institut für Technologie (KIT), 2025, S. 89–96","apa":"Katter, V., &#38; Kohlhase, M. (2025). Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors. In H. Schulte, F. Hoffmann, R. Mikut, &#38; Karlsruher Institut für Technologie (KIT) (Eds.), <i>Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025</i> (pp. 89–96). Karlsruhe: Karlsruher Institut für Technologie (KIT). <a href=\"https://doi.org/10.5445/IR/1000186052\">https://doi.org/10.5445/IR/1000186052</a>","bibtex":"@inproceedings{Katter_Kohlhase_2025, place={Karlsruhe}, series={Proc. 35. Workshop Computational Intelligence}, title={Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors}, DOI={<a href=\"https://doi.org/10.5445/IR/1000186052\">10.5445/IR/1000186052</a>}, 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} }","ieee":"V. Katter and M. Kohlhase, “Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors,” in <i>Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21. November 2025</i>, Berlin, 2025, pp. 89–96."},"author":[{"last_name":"Katter","full_name":"Katter, Vincent","orcid":"0009-0002-3257-3877","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-3257-3877/work/197742871","id":"239593","first_name":"Vincent"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/197573934","id":"226669","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"}],"place":"Karlsruhe","date_updated":"2026-06-01T15:15:24Z","page":"89-96","publisher":"Karlsruher Institut für Technologie (KIT)","doi":"10.5445/IR/1000186052"},{"language":[{"iso":"eng"}],"year":"2025","_id":"6268","page":"727-739","publisher":"Walter de Gruyter GmbH","date_updated":"2026-06-01T15:14:34Z","intvolume":"        73","doi":"10.1515/auto-2025-0017","status":"public","author":[{"full_name":"Schöne, Marvin","last_name":"Schöne","id":"218388","first_name":"Marvin"},{"first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000527","id":"226669","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","last_name":"Kohlhase"},{"full_name":"Nelles, Oliver","last_name":"Nelles","first_name":"Oliver"}],"citation":{"mla":"Schöne, Marvin, et al. “Incorporation of Structural Properties of the Response Surface into Oblique Model Trees.” <i>At - Automatisierungstechnik</i>, vol. 73, no. 10, Walter de Gruyter GmbH, 2025, pp. 727–39, doi:<a href=\"https://doi.org/10.1515/auto-2025-0017\">10.1515/auto-2025-0017</a>.","ama":"Schöne M, Kohlhase M, Nelles O. Incorporation of structural properties of the response surface into oblique model trees. <i>at - Automatisierungstechnik</i>. 2025;73(10):727-739. doi:<a href=\"https://doi.org/10.1515/auto-2025-0017\">10.1515/auto-2025-0017</a>","chicago":"Schöne, Marvin, Martin Kohlhase, and Oliver Nelles. “Incorporation of Structural Properties of the Response Surface into Oblique Model Trees.” <i>At - Automatisierungstechnik</i> 73, no. 10 (2025): 727–39. <a href=\"https://doi.org/10.1515/auto-2025-0017\">https://doi.org/10.1515/auto-2025-0017</a>.","short":"M. Schöne, M. Kohlhase, O. Nelles, At - Automatisierungstechnik 73 (2025) 727–739.","alphadin":"<span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Nelles, Oliver</span>: Incorporation of structural properties of the response surface into oblique model trees. In: <i>at - Automatisierungstechnik</i> Bd. 73, Walter de Gruyter GmbH (2025), Nr. 10, S. 727–739","bibtex":"@article{Schöne_Kohlhase_Nelles_2025, title={Incorporation of structural properties of the response surface into oblique model trees}, volume={73}, DOI={<a href=\"https://doi.org/10.1515/auto-2025-0017\">10.1515/auto-2025-0017</a>}, number={10}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter GmbH}, author={Schöne, Marvin and Kohlhase, Martin and Nelles, Oliver}, year={2025}, pages={727–739} }","apa":"Schöne, M., Kohlhase, M., &#38; Nelles, O. (2025). Incorporation of structural properties of the response surface into oblique model trees. <i>At - Automatisierungstechnik</i>, <i>73</i>(10), 727–739. <a href=\"https://doi.org/10.1515/auto-2025-0017\">https://doi.org/10.1515/auto-2025-0017</a>","ieee":"M. Schöne, M. Kohlhase, and O. Nelles, “Incorporation of structural properties of the response surface into oblique model trees,” <i>at - Automatisierungstechnik</i>, vol. 73, no. 10, pp. 727–739, 2025."},"publication":"at - Automatisierungstechnik","publication_status":"published","issue":"10","user_id":"226669","main_file_link":[{"open_access":"1"}],"publication_identifier":{"issn":["0178-2312"],"eissn":["2196-677X"]},"type":"journal_article","tmp":{"short":"CC BY (4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","image":"/images/cc_by.png"},"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"oa":"1","volume":73,"title":"Incorporation of structural properties of the response surface into oblique model trees","date_created":"2025-11-04T14:01:39Z"},{"date_created":"2026-04-09T09:41:23Z","title":"Scheduling individualized products with reinforcement learning to reduce worker stress","volume":3381,"quality_controlled":"1","department":[{"_id":"103"}],"publication_status":"published","publication":"Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)","series_title":"AIP Conference Proceedings","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"type":"conference","user_id":"226669","doi":"10.1063/5.0315901","intvolume":"      3381","date_updated":"2026-06-01T15:13:19Z","publisher":"AIP Publishing","author":[{"first_name":"Leon","full_name":"Vogel, Leon","last_name":"Vogel"},{"id":"245570","first_name":"Lukas","full_name":"Vollenkemper, Lukas","last_name":"Vollenkemper"},{"first_name":"Arthur","last_name":"Müller","full_name":"Müller, Arthur"},{"last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/214765305","id":"226669"}],"citation":{"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.","chicago":"Vogel, Leon, Lukas Vollenkemper, Arthur Müller, and Martin Kohlhase. “Scheduling Individualized Products with Reinforcement Learning to Reduce Worker Stress.” In <i>Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)</i>, edited by Shey-Huei Sheu, Vol. 3381. AIP Conference Proceedings. AIP Publishing, 2025. <a href=\"https://doi.org/10.1063/5.0315901\">https://doi.org/10.1063/5.0315901</a>.","ama":"Vogel L, Vollenkemper L, Müller A, Kohlhase M. Scheduling individualized products with reinforcement learning to reduce worker stress. In: Sheu S-H, ed. <i>Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)</i>. Vol 3381. AIP Conference Proceedings. AIP Publishing; 2025. doi:<a href=\"https://doi.org/10.1063/5.0315901\">10.1063/5.0315901</a>","mla":"Vogel, Leon, et al. “Scheduling Individualized Products with Reinforcement Learning to Reduce Worker Stress.” <i>Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)</i>, edited by Shey-Huei Sheu, vol. 3381, 060001, AIP Publishing, 2025, doi:<a href=\"https://doi.org/10.1063/5.0315901\">10.1063/5.0315901</a>.","ieee":"L. Vogel, L. Vollenkemper, A. Müller, and M. Kohlhase, “Scheduling individualized products with reinforcement learning to reduce worker stress,” in <i>Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)</i>, München , 2025, vol. 3381.","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={<a href=\"https://doi.org/10.1063/5.0315901\">10.1063/5.0315901</a>}, 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} }","apa":"Vogel, L., Vollenkemper, L., Müller, A., &#38; Kohlhase, M. (2025). Scheduling individualized products with reinforcement learning to reduce worker stress. In S.-H. Sheu (Ed.), <i>Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)</i> (Vol. 3381). München : AIP Publishing. <a href=\"https://doi.org/10.1063/5.0315901\">https://doi.org/10.1063/5.0315901</a>","alphadin":"<span style=\"font-variant:small-caps;\">Vogel, Leon</span> ; <span style=\"font-variant:small-caps;\">Vollenkemper, Lukas</span> ; <span style=\"font-variant:small-caps;\">Müller, Arthur</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Scheduling individualized products with reinforcement learning to reduce worker stress. In: <span style=\"font-variant:small-caps;\">Sheu, S.-H.</span> (Hrsg.): <i>Preface: 2025 The 12th International Conference on Industrial Engineering and Applications (Europe)</i>, <i>AIP Conference Proceedings</i>. Bd. 3381 : AIP Publishing, 2025"},"status":"public","conference":{"location":"München ","name":"The 12th International Conference on Industrial Engineering and Applications (Europe)","end_date":"2025-01-09","start_date":"2025-01-07"},"article_number":"060001","_id":"6825","editor":[{"full_name":"Sheu, Shey-Huei","last_name":"Sheu","first_name":"Shey-Huei"}],"year":"2025","language":[{"iso":"eng"}]},{"author":[{"last_name":"Dockhorn","full_name":"Dockhorn, Frederick-Mortimer","first_name":"Frederick-Mortimer","id":"255506"},{"id":"226669","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"}],"citation":{"ieee":"F.-M. Dockhorn and M. Kohlhase, “Discrepancy Modeling for Dynamical Systems,” in <i>Proceedings - 35. Workshop Computational Intelligence</i>, 2025.","alphadin":"<span style=\"font-variant:small-caps;\">Dockhorn, Frederick-Mortimer</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Discrepancy Modeling for Dynamical Systems. In: <span style=\"font-variant:small-caps;\">Schulte, H.</span> ; <span style=\"font-variant:small-caps;\">Hoffmann, F.</span> ; <span style=\"font-variant:small-caps;\">Mikut, R.</span> (Hrsg.): <i>Proceedings - 35. Workshop Computational Intelligence</i> : Karlsruher Institut für Technologie (KIT), 2025","bibtex":"@inproceedings{Dockhorn_Kohlhase_2025, title={Discrepancy Modeling for Dynamical Systems}, DOI={<a href=\"https://doi.org/10.5445/IR/1000186052\">10.5445/IR/1000186052</a>}, 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} }","apa":"Dockhorn, F.-M., &#38; Kohlhase, M. (2025). Discrepancy Modeling for Dynamical Systems. In H. Schulte, F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 35. Workshop Computational Intelligence</i>. Karlsruher Institut für Technologie (KIT). <a href=\"https://doi.org/10.5445/IR/1000186052\">https://doi.org/10.5445/IR/1000186052</a>","chicago":"Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “Discrepancy Modeling for Dynamical Systems.” In <i>Proceedings - 35. Workshop Computational Intelligence</i>, edited by Horst Schulte, Frank Hoffmann, and Ralf Mikut. Karlsruher Institut für Technologie (KIT), 2025. <a href=\"https://doi.org/10.5445/IR/1000186052\">https://doi.org/10.5445/IR/1000186052</a>.","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.","mla":"Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “Discrepancy Modeling for Dynamical Systems.” <i>Proceedings - 35. Workshop Computational Intelligence</i>, edited by Horst Schulte et al., Karlsruher Institut für Technologie (KIT), 2025, doi:<a href=\"https://doi.org/10.5445/IR/1000186052\">10.5445/IR/1000186052</a>.","ama":"Dockhorn F-M, Kohlhase M. Discrepancy Modeling for Dynamical Systems. In: Schulte H, Hoffmann F, Mikut R, eds. <i>Proceedings - 35. Workshop Computational Intelligence</i>. Karlsruher Institut für Technologie (KIT); 2025. doi:<a href=\"https://doi.org/10.5445/IR/1000186052\">10.5445/IR/1000186052</a>"},"conference":{"name":"35. Workshop Computational Intelligence","start_date":"2025-11-20","end_date":"2025-11-21"},"status":"public","doi":"10.5445/IR/1000186052","publisher":"Karlsruher Institut für Technologie (KIT)","date_updated":"2026-03-17T15:29:29Z","year":"2025","_id":"6371","editor":[{"full_name":"Schulte, Horst","last_name":"Schulte","first_name":"Horst"},{"first_name":"Frank","last_name":"Hoffmann","full_name":"Hoffmann, Frank"},{"last_name":"Mikut","full_name":"Mikut, Ralf","first_name":"Ralf"}],"language":[{"iso":"eng"}],"quality_controlled":"1","title":"Discrepancy Modeling for Dynamical Systems","date_created":"2025-12-06T15:09:13Z","type":"conference_abstract","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"oa":"1","user_id":"255506","main_file_link":[{"open_access":"1"}],"publication":"Proceedings - 35. Workshop Computational Intelligence","publication_status":"published"},{"_id":"6267","year":"2025","language":[{"iso":"eng"}],"doi":"10.1109/ETFA65518.2025.11205664","date_updated":"2026-03-17T15:29:28Z","page":"1-4","publisher":"IEEE","author":[{"full_name":"Bültemeier, Julian","last_name":"Bültemeier","first_name":"Julian"},{"full_name":"Holst, Christoph-Alexander","last_name":"Holst","first_name":"Christoph-Alexander"},{"first_name":"Volker","full_name":"Lohweg, Volker","last_name":"Lohweg"},{"id":"218388","first_name":"Marvin","full_name":"Schöne, Marvin","last_name":"Schöne"},{"last_name":"Jaster","orcid":"0000-0002-8362-5369","full_name":"Jaster, Bjarne","first_name":"Bjarne","id":"252434","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196000534"},{"first_name":"Martin","id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000535","last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin"}],"citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Bültemeier, Julian</span> ; <span style=\"font-variant:small-caps;\">Holst, Christoph-Alexander</span> ; <span style=\"font-variant:small-caps;\">Lohweg, Volker</span> ; <span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In: <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i> : IEEE, 2025, S. 1–4","bibtex":"@inproceedings{Bültemeier_Holst_Lohweg_Schöne_Jaster_Kohlhase_2025, title={AI Workflow for Scarce Data: A Modular Approach to Optimise Processes}, DOI={<a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">10.1109/ETFA65518.2025.11205664</a>}, 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} }","apa":"Bültemeier, J., Holst, C.-A., Lohweg, V., Schöne, M., Jaster, B., &#38; Kohlhase, M. (2025). AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i> (pp. 1–4). Porto, Portugal: IEEE. <a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">https://doi.org/10.1109/ETFA65518.2025.11205664</a>","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 <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, Porto, Portugal, 2025, pp. 1–4.","mla":"Bültemeier, Julian, et al. “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.” <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, IEEE, 2025, pp. 1–4, doi:<a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">10.1109/ETFA65518.2025.11205664</a>.","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: <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE; 2025:1-4. doi:<a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">10.1109/ETFA65518.2025.11205664</a>","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 <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, 1–4. IEEE, 2025. <a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">https://doi.org/10.1109/ETFA65518.2025.11205664</a>.","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."},"status":"public","conference":{"location":"Porto, Portugal","name":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)"},"publication":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)","publication_status":"published","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"publication_identifier":{"eisbn":["979-8-3315-5383-8"]},"type":"conference","user_id":"252434","date_created":"2025-11-04T14:01:05Z","title":"AI Workflow for Scarce Data: A Modular Approach to Optimise Processes"},{"title":"Informed Active Learning with Decision Trees to Balance Exploration and Exploitation","date_created":"2025-11-04T20:07:01Z","volume":2,"type":"book_chapter","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"oa":"1","user_id":"252434","corporate_editor":["Institute for Data Science Solutions"],"main_file_link":[{"open_access":"1"}],"series_title":"Schriftenreihe des Institute for Data Science Solutions","publication":"Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge","publication_status":"published","place":"Bielefeld","citation":{"ieee":"M. Schöne, B. Jaster, J. Bültemeier, and M. Kohlhase, “Informed Active Learning with Decision Trees to Balance Exploration and Exploitation,” in <i>Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge</i>, vol. 2, Institute for Data Science Solutions, Ed. Bielefeld: Hochschule Bielefeld, 2025, pp. 26–27.","alphadin":"<span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Bültemeier, Julian</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Informed Active Learning with Decision Trees to Balance Exploration and Exploitation. In: <span style=\"font-variant:small-caps;\">Institute for Data Science Solutions</span> (Hrsg.): <i>Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge</i>, <i>Schriftenreihe des Institute for Data Science Solutions</i>. Bd. 2. Bielefeld : Hochschule Bielefeld, 2025, S. 26–27","apa":"Schöne, M., Jaster, B., Bültemeier, J., &#38; Kohlhase, M. (2025). Informed Active Learning with Decision Trees to Balance Exploration and Exploitation. In Institute for Data Science Solutions (Ed.), <i>Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge</i> (Vol. 2, pp. 26–27). Bielefeld: Hochschule Bielefeld. <a href=\"https://doi.org/10.60802/sidas.2025.2\">https://doi.org/10.60802/sidas.2025.2</a>","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={<a href=\"https://doi.org/10.60802/sidas.2025.2\">10.60802/sidas.2025.2</a>}, 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 <i>Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge</i>, edited by Institute for Data Science Solutions, 2:26–27. Schriftenreihe Des Institute for Data Science Solutions. Bielefeld: Hochschule Bielefeld, 2025. <a href=\"https://doi.org/10.60802/sidas.2025.2\">https://doi.org/10.60802/sidas.2025.2</a>.","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.","mla":"Schöne, Marvin, et al. “Informed Active Learning with Decision Trees to Balance Exploration and Exploitation.” <i>Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge</i>, edited by Institute for Data Science Solutions, vol. 2, Hochschule Bielefeld, 2025, pp. 26–27, doi:<a href=\"https://doi.org/10.60802/sidas.2025.2\">10.60802/sidas.2025.2</a>.","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. <i>Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge</i>. Vol 2. Schriftenreihe des Institute for Data Science Solutions. Bielefeld: Hochschule Bielefeld; 2025:26-27. doi:<a href=\"https://doi.org/10.60802/sidas.2025.2\">10.60802/sidas.2025.2</a>"},"author":[{"full_name":"Schöne, Marvin","last_name":"Schöne","id":"218388","first_name":"Marvin"},{"id":"252434","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196032569","first_name":"Bjarne","last_name":"Jaster","full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369"},{"last_name":"Bültemeier","full_name":"Bültemeier, Julian","first_name":"Julian"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196032572","id":"226669","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"}],"status":"public","intvolume":"         2","doi":"10.60802/sidas.2025.2","publisher":"Hochschule Bielefeld","page":"26-27","date_updated":"2026-03-17T15:29:28Z","year":"2025","_id":"6273","language":[{"iso":"eng"}]},{"main_file_link":[{"url":"https://360-ot.de/sensorintegration-in-orthesen-zur-versorgung-des-diabetischen-fusssyndroms-eine-technische-betrachtung/"}],"alternative_id":["6602"],"extern":"1","user_id":"263827","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"type":"journal_article","publication_identifier":{"issn":["0340-5591"]},"keyword":["Diabetisches Fußsyndrom (DFS)","Smarte Orthese","Plantardruckmessung","Anomalieerkennung","Künstliche Intelligenz"],"publication":"Orthopädie Technik","issue":"11","publication_status":"published","department":[{"_id":"103"}],"alternative_title":["Sensor Integration in Orthoses for the Treatment of Diabetic Foot Syndrome: a Technical Consideration"],"quality_controlled":"1","date_created":"2025-11-17T11:55:55Z","title":"Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung","language":[{"iso":"ger"}],"_id":"6297","year":"2025","status":"public","citation":{"short":"V. Katter, C. Huperz, M. Kohlhase, J. Bartsch, I. Özlu, M. Regier, R.I. Amelung, B. Klemme, Orthopädie Technik (2025) 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.” <i>Orthopädie Technik</i>, no. 11 (2025): 68–73.","ama":"Katter V, Huperz C, Kohlhase M, et al. Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung. <i>Orthopädie Technik</i>. 2025;(11):68-73.","mla":"Katter, Vincent, et al. “Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung.” <i>Orthopädie Technik</i>, no. 11, Verlag Orthopädie-Technik, 2025, pp. 68–73.","ieee":"V. Katter <i>et al.</i>, “Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung,” <i>Orthopädie Technik</i>, no. 11, pp. 68–73, 2025.","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. <i>Orthopädie Technik</i>, (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} }","alphadin":"<span style=\"font-variant:small-caps;\">Katter, Vincent</span> ; <span style=\"font-variant:small-caps;\">Huperz, Carolin</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Bartsch, J.</span> ; <span style=\"font-variant:small-caps;\">Özlu, I</span> ; <span style=\"font-variant:small-caps;\">Regier, M</span> ; <span style=\"font-variant:small-caps;\">Amelung, R.I.</span> ; <span style=\"font-variant:small-caps;\">Klemme, B.</span>: Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung. In: <i>Orthopädie Technik</i>, Verlag Orthopädie-Technik (2025), Nr. 11, S. 68–73"},"author":[{"first_name":"Vincent","id":"239593","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-3257-3877/work/197742772","orcid":"0009-0002-3257-3877","full_name":"Katter, Vincent","last_name":"Katter"},{"first_name":"Carolin","id":"252602","last_name":"Huperz","full_name":"Huperz, Carolin"},{"last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/197573931","id":"226669"},{"full_name":"Bartsch, J.","last_name":"Bartsch","first_name":"J."},{"first_name":"I","full_name":"Özlu, I","last_name":"Özlu"},{"first_name":"M","last_name":"Regier","full_name":"Regier, M"},{"first_name":"R.I.","full_name":"Amelung, R.I.","last_name":"Amelung"},{"first_name":"B.","full_name":"Klemme, B.","last_name":"Klemme"}],"date_updated":"2026-03-17T15:29:28Z","page":"68 - 73","publisher":"Verlag Orthopädie-Technik"},{"title":"Trust Issues in Active Learning and Their Impact on Real-World Applications","related_material":{"record":[{"relation":"later_version","status":"public","id":"6045"}]},"date_created":"2025-05-05T11:39:04Z","quality_controlled":"1","publication":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)","publication_status":"published","keyword":["Active Learning","Trustworthiness","Evaluation-methods"],"type":"conference","publication_identifier":{"eisbn":["979-8-3315-1972-8"]},"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"user_id":"263827","corporate_editor":["IEEE"],"main_file_link":[{"url":"https://ieeexplore.ieee.org/document/10981492"}],"doi":"10.1109/CITRExCompanion65208.2025.10981492","page":"1-5","publisher":"IEEE","date_updated":"2026-03-17T15:29:25Z","author":[{"first_name":"Bjarne","id":"252434","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880018","last_name":"Jaster","orcid":"0000-0002-8362-5369","full_name":"Jaster, Bjarne"},{"last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880020","id":"226669","first_name":"Martin"}],"citation":{"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.","chicago":"Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” In <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE, 1–5. IEEE, 2025. <a href=\"https://doi.org/10.1109/CITRExCompanion65208.2025.10981492\">https://doi.org/10.1109/CITRExCompanion65208.2025.10981492</a>.","mla":"Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE, IEEE, 2025, pp. 1–5, doi:<a href=\"https://doi.org/10.1109/CITRExCompanion65208.2025.10981492\">10.1109/CITRExCompanion65208.2025.10981492</a>.","ama":"Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>. IEEE; 2025:1-5. doi:<a href=\"https://doi.org/10.1109/CITRExCompanion65208.2025.10981492\">10.1109/CITRExCompanion65208.2025.10981492</a>","ieee":"B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact on Real-World Applications,” in <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>, Trondheim, Norway, 2025, pp. 1–5.","alphadin":"<span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Trust Issues in Active Learning and Their Impact on Real-World Applications. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i> : IEEE, 2025, S. 1–5","apa":"Jaster, B., &#38; Kohlhase, M. (2025). Trust Issues in Active Learning and Their Impact on Real-World Applications. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i> (pp. 1–5). Trondheim, Norway: IEEE. <a href=\"https://doi.org/10.1109/CITRExCompanion65208.2025.10981492\">https://doi.org/10.1109/CITRExCompanion65208.2025.10981492</a>","bibtex":"@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning and Their Impact on Real-World Applications}, DOI={<a href=\"https://doi.org/10.1109/CITRExCompanion65208.2025.10981492\">10.1109/CITRExCompanion65208.2025.10981492</a>}, 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} }"},"conference":{"end_date":"2025-03-20","start_date":"2025-03-17","location":"Trondheim, Norway","name":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)"},"status":"public","year":"2025","_id":"5905","language":[{"iso":"eng"}]},{"keyword":["Active Learning","Trustworthiness","Evaluation-methods"],"urn":"urn:nbn:de:hbz:bi10-60457","publication_status":"published","publication":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)","corporate_editor":["IEEE"],"user_id":"263827","has_accepted_license":"1","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"oa":"1","type":"conference","file":[{"creator":"kwerth","date_created":"2025-07-10T06:16:33Z","date_updated":"2025-07-10T06:16:33Z","success":1,"content_type":"application/pdf","file_size":1256254,"file_name":"Secondary Publication, Jaster et al, 2025, Active_Learning_in_Practice.pdf","relation":"main_file","file_id":"6048","access_level":"open_access"}],"publication_identifier":{"eisbn":["979-8-3315-1972-8"]},"date_created":"2025-07-10T05:52:35Z","related_material":{"record":[{"status":"public","id":"5905","relation":"earlier_version"}],"link":[{"relation":"confirmation","url":"10.1109/CITRExCompanion65208.2025.10981492","description":"This is the original article published by IEEE. Available online: 10.1109/CITRExCompanion65208.2025.10981492"}]},"file_date_updated":"2025-07-10T06:16:33Z","title":"Trust Issues in Active Learning and Their Impact on Real-World Applications","quality_controlled":"1","language":[{"iso":"eng"}],"_id":"6045","year":"2025","date_updated":"2026-03-17T15:29:25Z","publisher":"IEEE","page":"1-5","doi":"10.57720/6045","status":"public","conference":{"start_date":"2025-03-17","end_date":"2025-03-20","location":"Trondheim, Norway","name":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)"},"citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Trust Issues in Active Learning and Their Impact on Real-World Applications. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i> : IEEE, 2025, S. 1–5","apa":"Jaster, B., &#38; Kohlhase, M. (2025). Trust Issues in Active Learning and Their Impact on Real-World Applications. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i> (pp. 1–5). Trondheim, Norway: IEEE. <a href=\"https://doi.org/10.57720/6045\">https://doi.org/10.57720/6045</a>","bibtex":"@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning and Their Impact on Real-World Applications}, DOI={<a href=\"https://doi.org/10.57720/6045\">10.57720/6045</a>}, 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} }","ieee":"B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact on Real-World Applications,” in <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>, Trondheim, Norway, 2025, pp. 1–5.","mla":"Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE, IEEE, 2025, pp. 1–5, doi:<a href=\"https://doi.org/10.57720/6045\">10.57720/6045</a>.","ama":"Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>. IEEE; 2025:1-5. doi:<a href=\"https://doi.org/10.57720/6045\">10.57720/6045</a>","chicago":"Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” In <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE, 1–5. IEEE, 2025. <a href=\"https://doi.org/10.57720/6045\">https://doi.org/10.57720/6045</a>.","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."},"author":[{"last_name":"Jaster","full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880542","id":"252434","first_name":"Bjarne"},{"orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880544","id":"226669"}]},{"language":[{"iso":"eng"}],"year":"2025","_id":"6049","page":"1-9","publisher":"IEEE","date_updated":"2026-03-17T15:29:25Z","doi":"10.57720/6049","conference":{"start_date":"2025-03-17","end_date":"2025-03-20","name":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)","location":"Trondheim, Norway"},"status":"public","citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Bültemeier, Julian</span> ; <span style=\"font-variant:small-caps;\">Kösters, Justus</span> ; <span style=\"font-variant:small-caps;\">Holst, Christoph-Alexander</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> : IEEE, 2025, S. 1–9","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={<a href=\"https://doi.org/10.57720/6049\">10.57720/6049</a>}, 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} }","apa":"Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase, M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9). Trondheim, Norway: IEEE. <a href=\"https://doi.org/10.57720/6049\">https://doi.org/10.57720/6049</a>","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 <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>, 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.” <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by IEEE, IEEE, 2025, pp. 1–9, doi:<a href=\"https://doi.org/10.57720/6049\">10.57720/6049</a>.","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. <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a href=\"https://doi.org/10.57720/6049\">10.57720/6049</a>","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 <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by IEEE, 1–9. IEEE, 2025. <a href=\"https://doi.org/10.57720/6049\">https://doi.org/10.57720/6049</a>.","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."},"author":[{"full_name":"Schöne, Marvin","last_name":"Schöne","first_name":"Marvin","id":"218388"},{"orcid":"0000-0002-8362-5369","full_name":"Jaster, Bjarne","last_name":"Jaster","first_name":"Bjarne","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880864","id":"252434"},{"first_name":"Julian","last_name":"Bültemeier","full_name":"Bültemeier, Julian"},{"full_name":"Kösters, Justus","last_name":"Kösters","first_name":"Justus"},{"last_name":"Holst","full_name":"Holst, Christoph-Alexander","first_name":"Christoph-Alexander"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880865","id":"226669","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"}],"publication":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)","publication_status":"published","keyword":["Interpretability","Classification","Pool-based Active Learning","Decision Trees"],"urn":"urn:nbn:de:hbz:bi10-60491","user_id":"263827","corporate_editor":["IEEE"],"file":[{"content_type":"application/pdf","file_name":"Secondary Publication, Schöne et al, 2025, Active_Learning_with_GUIDE.pdf","file_size":2379084,"creator":"kwerth","date_created":"2025-07-10T06:30:41Z","date_updated":"2025-07-10T06:30:41Z","success":1,"access_level":"open_access","relation":"main_file","file_id":"6050"}],"type":"conference","publication_identifier":{"eisbn":["979-8-3315-2015-1"]},"project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"has_accepted_license":"1","oa":"1","title":"Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit","file_date_updated":"2025-07-10T06:30:41Z","related_material":{"link":[{"relation":"earlier_version","url":"10.1109/CITREx64975.2025.10974940","description":"This is the original article published by IEEE. Available online: 10.1109/CITREx64975.2025.10974940."}]},"date_created":"2025-07-10T06:20:36Z","quality_controlled":"1"},{"year":"2025","_id":"5904","language":[{"iso":"eng"}],"doi":"10.1109/CITREx64975.2025.10974940","publisher":"IEEE","page":"1-9","date_updated":"2026-03-17T15:29:23Z","author":[{"first_name":"Marvin","id":"218388","full_name":"Schöne, Marvin","last_name":"Schöne"},{"last_name":"Jaster","full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/204125762","id":"252434","first_name":"Bjarne"},{"first_name":"Julian","last_name":"Bültemeier","full_name":"Bültemeier, Julian"},{"first_name":"Justus","full_name":"Kösters, Justus","last_name":"Kösters"},{"full_name":"Holst, Christoph-Alexander","last_name":"Holst","first_name":"Christoph-Alexander"},{"id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/204125763","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"}],"citation":{"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 <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025, pp. 1–9.","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={<a href=\"https://doi.org/10.1109/CITREx64975.2025.10974940\">10.1109/CITREx64975.2025.10974940</a>}, 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} }","apa":"Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase, M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9). Trondheim, Norway: IEEE. <a href=\"https://doi.org/10.1109/CITREx64975.2025.10974940\">https://doi.org/10.1109/CITREx64975.2025.10974940</a>","alphadin":"<span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Bültemeier, Julian</span> ; <span style=\"font-variant:small-caps;\">Kösters, Justus</span> ; <span style=\"font-variant:small-caps;\">Holst, Christoph-Alexander</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> : IEEE, 2025, S. 1–9","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.","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 <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by IEEE, 1–9. IEEE, 2025. <a href=\"https://doi.org/10.1109/CITREx64975.2025.10974940\">https://doi.org/10.1109/CITREx64975.2025.10974940</a>.","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. <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a href=\"https://doi.org/10.1109/CITREx64975.2025.10974940\">10.1109/CITREx64975.2025.10974940</a>","mla":"Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by IEEE, IEEE, 2025, pp. 1–9, doi:<a href=\"https://doi.org/10.1109/CITREx64975.2025.10974940\">10.1109/CITREx64975.2025.10974940</a>."},"conference":{"location":"Trondheim, Norway","name":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)","end_date":"2025-03-20","start_date":"2025-03-17"},"status":"public","publication_status":"published","publication":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)","keyword":["Interpretability","Classification","Pool-based Active Learning","Decision Trees"],"publication_identifier":{"eisbn":["979-8-3315-2015-1"]},"type":"conference","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"user_id":"237837","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/10974940"}],"corporate_editor":["IEEE"],"title":"Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit","date_created":"2025-04-29T13:20:58Z","quality_controlled":"1"},{"date_created":"2025-04-01T06:20:25Z","title":"Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs","publication":"Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024","publication_status":"published","oa":"1","publication_identifier":{"isbn":["9783731513889"]},"type":"conference","main_file_link":[{"url":"https://www.ksp.kit.edu/site/chapters/e/10.58895/ksp/1000174544-14/","open_access":"1"}],"user_id":"220548","doi":"10.58895/ksp//1000174544-14","date_updated":"2026-03-17T15:29:23Z","page":"217-231","publisher":"KIT Scientific Publishing","author":[{"first_name":"Julian","full_name":"Bültemeier, Julian","last_name":"Bültemeier"},{"last_name":"Schöne","full_name":"Schöne, Marvin","id":"218388","first_name":"Marvin"},{"id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/181332343","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"},{"full_name":"Holst, Christoph-Alexander","last_name":"Holst","first_name":"Christoph-Alexander"},{"last_name":"Lohweg","full_name":"Lohweg, Volker","first_name":"Volker"},{"first_name":"Oliver","full_name":"Nelles, Oliver","last_name":"Nelles"}],"citation":{"apa":"Bültemeier, J., Schöne, M., Kohlhase, M., Holst, C.-A., Lohweg, V., &#38; Nelles, O. (2024). Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs. In H. Schulte, F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i> (pp. 217–231). Berlin: KIT Scientific Publishing. <a href=\"https://doi.org/10.58895/ksp//1000174544-14\">https://doi.org/10.58895/ksp//1000174544-14</a>","bibtex":"@inproceedings{Bültemeier_Schöne_Kohlhase_Holst_Lohweg_Nelles_2024, title={Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs}, DOI={<a href=\"https://doi.org/10.58895/ksp//1000174544-14\">10.58895/ksp//1000174544-14</a>}, 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} }","alphadin":"<span style=\"font-variant:small-caps;\">Bültemeier, Julian</span> ; <span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Holst, Christoph-Alexander</span> ; <span style=\"font-variant:small-caps;\">Lohweg, Volker</span> ; <span style=\"font-variant:small-caps;\">Nelles, Oliver</span>: Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs. In: <span style=\"font-variant:small-caps;\">Schulte, H.</span> ; <span style=\"font-variant:small-caps;\">Hoffmann, F.</span> ; <span style=\"font-variant:small-caps;\">Mikut, R.</span> (Hrsg.): <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i> : KIT Scientific Publishing, 2024, S. 217–231","ieee":"J. Bültemeier, M. Schöne, M. Kohlhase, C.-A. Holst, V. Lohweg, and O. Nelles, “Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs,” in <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, Berlin, 2024, pp. 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. <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>. KIT Scientific Publishing; 2024:217-231. doi:<a href=\"https://doi.org/10.58895/ksp//1000174544-14\">10.58895/ksp//1000174544-14</a>","mla":"Bültemeier, Julian, et al. “Dichte-Skaliertes Optimierungskriterium Für Sliced Latin Hypercube Designs.” <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, edited by Horst  Schulte et al., KIT Scientific Publishing, 2024, pp. 217–31, doi:<a href=\"https://doi.org/10.58895/ksp//1000174544-14\">10.58895/ksp//1000174544-14</a>.","chicago":"Bültemeier, Julian, Marvin Schöne, Martin Kohlhase, Christoph-Alexander Holst, Volker Lohweg, and Oliver Nelles. “Dichte-Skaliertes Optimierungskriterium Für Sliced Latin Hypercube Designs.” In <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, edited by Horst  Schulte, Frank Hoffmann, and Ralf  Mikut, 217–31. KIT Scientific Publishing, 2024. <a href=\"https://doi.org/10.58895/ksp//1000174544-14\">https://doi.org/10.58895/ksp//1000174544-14</a>.","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."},"status":"public","conference":{"end_date":"2024-11-22","start_date":"2024-11-21","name":"34. Workshop Computational Intelligence","location":"Berlin"},"_id":"5882","editor":[{"first_name":"Horst ","last_name":"Schulte","full_name":"Schulte, Horst "},{"first_name":"Frank","full_name":"Hoffmann, Frank","last_name":"Hoffmann"},{"last_name":"Mikut","full_name":"Mikut, Ralf ","first_name":"Ralf "}],"year":"2024","language":[{"iso":"eng"}]},{"citation":{"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. <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>. KIT Scientific Publishing; 2024:53-76. doi:<a href=\"https://doi.org/10.5445/KSP/1000174544\">10.5445/KSP/1000174544</a>","mla":"Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “An Application-Oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics.” <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, edited by Horst Schulte et al., KIT Scientific Publishing, 2024, pp. 53–76, doi:<a href=\"https://doi.org/10.5445/KSP/1000174544\">10.5445/KSP/1000174544</a>.","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.","chicago":"Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “An Application-Oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics.” In <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, edited by Horst Schulte, Frank  Hoffmann, and Ralf  Mikut, 53–76. KIT Scientific Publishing, 2024. <a href=\"https://doi.org/10.5445/KSP/1000174544\">https://doi.org/10.5445/KSP/1000174544</a>.","apa":"Dockhorn, F.-M., &#38; Kohlhase, M. (2024). An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics. In H. Schulte, F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i> (pp. 53–76). Berlin: KIT Scientific Publishing. <a href=\"https://doi.org/10.5445/KSP/1000174544\">https://doi.org/10.5445/KSP/1000174544</a>","bibtex":"@inproceedings{Dockhorn_Kohlhase_2024, title={An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics}, DOI={<a href=\"https://doi.org/10.5445/KSP/1000174544\">10.5445/KSP/1000174544</a>}, 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} }","alphadin":"<span style=\"font-variant:small-caps;\">Dockhorn, Frederick-Mortimer</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics. In: <span style=\"font-variant:small-caps;\">Schulte, H.</span> ; <span style=\"font-variant:small-caps;\">Hoffmann, F.</span> ; <span style=\"font-variant:small-caps;\">Mikut, R.</span> (Hrsg.): <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i> : KIT Scientific Publishing, 2024, S. 53–76","ieee":"F.-M. Dockhorn and M. Kohlhase, “An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics,” in <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, Berlin, 2024, pp. 53–76."},"author":[{"first_name":"Frederick-Mortimer","id":"255506","last_name":"Dockhorn","full_name":"Dockhorn, Frederick-Mortimer"},{"id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/179925806","first_name":"Martin","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720","last_name":"Kohlhase"}],"status":"public","conference":{"name":"34. Workshop Compuational Intelligence","location":"Berlin","start_date":"2024-11-21","end_date":"2024-11-22"},"doi":"10.5445/KSP/1000174544","date_updated":"2026-03-17T15:29:22Z","page":"53-76","publisher":"KIT Scientific Publishing","_id":"5789","editor":[{"first_name":"Horst","full_name":"Schulte, Horst","last_name":"Schulte"},{"first_name":"Frank ","full_name":"Hoffmann, Frank ","last_name":"Hoffmann"},{"last_name":"Mikut","full_name":"Mikut, Ralf ","first_name":"Ralf "}],"year":"2024","language":[{"iso":"eng"}],"quality_controlled":"1","date_created":"2025-03-07T15:28:53Z","title":"An Application-oriented Review of Standard and Integral Sparse Identification of Nonlinear Dynamics","oa":"1","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"type":"conference","publication_identifier":{"isbn":[" 978-3-7315-1388-9"]},"main_file_link":[{"open_access":"1"}],"user_id":"255506","publication":"Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024","publication_status":"published"},{"volume":128,"title":"Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories","date_created":"2025-01-31T17:03:32Z","quality_controlled":"1","publication_status":"published","publication":"Procedia CIRP","user_id":"220548","type":"journal_article","publication_identifier":{"issn":["2212-8271"]},"project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"},{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"page":"424-429","publisher":"Elsevier BV","date_updated":"2026-03-17T15:29:19Z","intvolume":"       128","doi":"10.1016/j.procir.2024.03.022","status":"public","author":[{"first_name":"Julian","full_name":"Weller, Julian","last_name":"Weller"},{"first_name":"Nico","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7223-1735/work/177075481","id":"218473","orcid":"0000-0002-7223-1735","full_name":"Migenda, Nico","last_name":"Migenda"},{"full_name":"Enzberg, Sebastian von","last_name":"Enzberg","first_name":"Sebastian von"},{"orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin","id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/177075482"},{"first_name":"Wolfram","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/177075483","id":"224375","last_name":"Schenck","orcid":"0000-0003-3300-2048","full_name":"Schenck, Wolfram"},{"last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","first_name":"Roman"}],"citation":{"mla":"Weller, Julian, et al. “Design Decisions for Integrating Prescriptive Analytics Use Cases into Smart Factories.” <i>Procedia CIRP</i>, vol. 128, Elsevier BV, 2024, pp. 424–29, doi:<a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>.","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. <i>Procedia CIRP</i>. 2024;128:424-429. doi:<a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>","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.” <i>Procedia CIRP</i> 128 (2024): 424–29. <a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">https://doi.org/10.1016/j.procir.2024.03.022</a>.","short":"J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu, Procedia CIRP 128 (2024) 424–429.","alphadin":"<span style=\"font-variant:small-caps;\">Weller, Julian</span> ; <span style=\"font-variant:small-caps;\">Migenda, Nico</span> ; <span style=\"font-variant:small-caps;\">Enzberg, Sebastian von</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span> ; <span style=\"font-variant:small-caps;\">Dumitrescu, Roman</span>: Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. In: <i>Procedia CIRP</i> Bd. 128, Elsevier BV (2024), S. 424–429","bibtex":"@article{Weller_Migenda_Enzberg_Kohlhase_Schenck_Dumitrescu_2024, title={Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories}, volume={128}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>}, 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} }","apa":"Weller, J., Migenda, N., Enzberg, S. von, Kohlhase, M., Schenck, W., &#38; Dumitrescu, R. (2024). Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. <i>Procedia CIRP</i>, <i>128</i>, 424–429. <a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">https://doi.org/10.1016/j.procir.2024.03.022</a>","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,” <i>Procedia CIRP</i>, vol. 128, pp. 424–429, 2024."},"language":[{"iso":"eng"}],"year":"2024","_id":"5497"},{"publication":"Mathematics","publication_status":"published","issue":"17","user_id":"224375","publication_identifier":{"eissn":["2227-7390"]},"type":"journal_article","tmp":{"short":"CC BY (4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","image":"/images/cc_by.png"},"project":[{"_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b","name":"Institut für Systemdynamik und Mechatronik"},{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"volume":12,"title":"Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories","date_created":"2024-09-10T07:26:47Z","quality_controlled":"1","article_number":"2663","language":[{"iso":"eng"}],"year":"2024","_id":"4913","publisher":"MDPI AG","date_updated":"2026-03-17T15:29:08Z","intvolume":"        12","doi":"10.3390/math12172663","status":"public","author":[{"first_name":"Julian","last_name":"Weller","full_name":"Weller, Julian"},{"id":"218473","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167155079","first_name":"Nico","full_name":"Migenda, Nico","orcid":"0000-0002-7223-1735","last_name":"Migenda"},{"full_name":"Naik, Yash","last_name":"Naik","first_name":"Yash"},{"last_name":"Heuwinkel","full_name":"Heuwinkel, Tim","first_name":"Tim"},{"first_name":"Arno","full_name":"Kühn, Arno","last_name":"Kühn"},{"first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167155080","id":"226669","last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167155081","id":"224375","first_name":"Wolfram","full_name":"Schenck, Wolfram","orcid":"0000-0003-3300-2048","last_name":"Schenck"},{"full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"citation":{"short":"J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck, R. Dumitrescu, Mathematics 12 (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.” <i>Mathematics</i> 12, no. 17 (2024). <a href=\"https://doi.org/10.3390/math12172663\">https://doi.org/10.3390/math12172663</a>.","mla":"Weller, Julian, et al. “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories.” <i>Mathematics</i>, vol. 12, no. 17, 2663, MDPI AG, 2024, doi:<a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>.","ama":"Weller J, Migenda N, Naik Y, et al. Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. <i>Mathematics</i>. 2024;12(17). doi:<a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>","ieee":"J. Weller <i>et al.</i>, “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories,” <i>Mathematics</i>, vol. 12, no. 17, 2024.","alphadin":"<span style=\"font-variant:small-caps;\">Weller, Julian</span> ; <span style=\"font-variant:small-caps;\">Migenda, Nico</span> ; <span style=\"font-variant:small-caps;\">Naik, Yash</span> ; <span style=\"font-variant:small-caps;\">Heuwinkel, Tim</span> ; <span style=\"font-variant:small-caps;\">Kühn, Arno</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span> ; <span style=\"font-variant:small-caps;\">Dumitrescu, Roman</span>: Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. In: <i>Mathematics</i> Bd. 12, MDPI AG (2024), Nr. 17","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={<a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>}, 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} }","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. <i>Mathematics</i>, <i>12</i>(17). <a href=\"https://doi.org/10.3390/math12172663\">https://doi.org/10.3390/math12172663</a>"}},{"editor":[{"first_name":"Oliver","last_name":"Niggemann","full_name":"Niggemann, Oliver"},{"full_name":"Beyerer, Jürgen","last_name":"Beyerer","first_name":"Jürgen"},{"first_name":"Maria","full_name":"Krantz, Maria","last_name":"Krantz"},{"full_name":"Kühnert, Christian","last_name":"Kühnert","first_name":"Christian"}],"_id":"4915","year":"2024","language":[{"iso":"eng"}],"doi":"10.1007/978-3-031-47062-2_9","intvolume":"        18","date_updated":"2026-03-17T15:29:08Z","publisher":"Springer Nature Switzerland","page":"89-100","author":[{"full_name":"Weller, Julian","last_name":"Weller","first_name":"Julian"},{"full_name":"Migenda, Nico","orcid":"0000-0002-7223-1735","last_name":"Migenda","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154965","id":"218473","first_name":"Nico"},{"full_name":"Liu, Rui","last_name":"Liu","first_name":"Rui"},{"last_name":"Wegel","full_name":"Wegel, Arthur","first_name":"Arthur"},{"full_name":"von Enzberg, Sebastian","last_name":"von Enzberg","first_name":"Sebastian"},{"first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154956","id":"226669","last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin"},{"full_name":"Schenck, Wolfram","orcid":"0000-0003-3300-2048","last_name":"Schenck","id":"224375","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154958","first_name":"Wolfram"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"}],"citation":{"ieee":"J. Weller <i>et al.</i>, “Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories,” in <i>Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023</i>, vol. 18, O. Niggemann, J. Beyerer, M. Krantz, and C. Kühnert, Eds. Cham: Springer Nature Switzerland, 2024, pp. 89–100.","alphadin":"<span style=\"font-variant:small-caps;\">Weller, Julian</span> ; <span style=\"font-variant:small-caps;\">Migenda, Nico</span> ; <span style=\"font-variant:small-caps;\">Liu, Rui</span> ; <span style=\"font-variant:small-caps;\">Wegel, Arthur</span> ; <span style=\"font-variant:small-caps;\">von Enzberg, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span> ; <span style=\"font-variant:small-caps;\">Dumitrescu, Roman</span>: Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories. In: <span style=\"font-variant:small-caps;\">Niggemann, O.</span> ; <span style=\"font-variant:small-caps;\">Beyerer, J.</span> ; <span style=\"font-variant:small-caps;\">Krantz, M.</span> ; <span style=\"font-variant:small-caps;\">Kühnert, C.</span> (Hrsg.): <i>Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023</i>, <i>Technologien für die intelligente Automation</i>. Bd. 18. Cham : Springer Nature Switzerland, 2024, S. 89–100","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={<a href=\"https://doi.org/10.1007/978-3-031-47062-2_9\">10.1007/978-3-031-47062-2_9</a>}, 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} }","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, &#38; C. Kühnert (Eds.), <i>Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023</i> (Vol. 18, pp. 89–100). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-47062-2_9\">https://doi.org/10.1007/978-3-031-47062-2_9</a>","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 <i>Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023</i>, edited by Oliver Niggemann, Jürgen Beyerer, Maria Krantz, and Christian Kühnert, 18:89–100. Technologien Für Die Intelligente Automation. Cham: Springer Nature Switzerland, 2024. <a href=\"https://doi.org/10.1007/978-3-031-47062-2_9\">https://doi.org/10.1007/978-3-031-47062-2_9</a>.","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.","mla":"Weller, Julian, et al. “Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories.” <i>Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023</i>, edited by Oliver Niggemann et al., vol. 18, Springer Nature Switzerland, 2024, pp. 89–100, doi:<a href=\"https://doi.org/10.1007/978-3-031-47062-2_9\">10.1007/978-3-031-47062-2_9</a>.","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. <i>Machine Learning for Cyber-Physical Systems. Selected Papers from the International Conference ML4CPS 2023</i>. Vol 18. Technologien für die intelligente Automation. Cham: Springer Nature Switzerland; 2024:89-100. doi:<a href=\"https://doi.org/10.1007/978-3-031-47062-2_9\">10.1007/978-3-031-47062-2_9</a>"},"place":"Cham","status":"public","publication_status":"published","series_title":"Technologien für die intelligente Automation","publication":"Machine Learning for Cyber-Physical Systems. Selected papers from the International Conference ML4CPS 2023","project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"},{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"tmp":{"short":"CC BY (4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","image":"/images/cc_by.png"},"type":"book_chapter","publication_identifier":{"issn":["2522-8579"],"eisbn":["978-3-031-47062-2"],"isbn":["978-3-031-47061-5"],"eissn":["2522-8587"]},"user_id":"224375","date_created":"2024-09-10T07:32:34Z","title":"Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories","volume":18,"quality_controlled":"1"},{"date_updated":"2026-03-17T15:29:04Z","publisher":"IEEE","page":"509-519","doi":"10.23919/FRUCT61870.2024.10516367","status":"public","conference":{"name":"2024 35th Conference of Open Innovations Association (FRUCT)","location":"Tampere, Finland","start_date":"2023-11-23","end_date":"2023-11-25"},"author":[{"orcid":"0009-0008-8581-2708","full_name":"Niederhaus, Marvin","last_name":"Niederhaus","first_name":"Marvin","id":"232004"},{"first_name":"Nico","id":"218473","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154717","last_name":"Migenda","orcid":"0000-0002-7223-1735","full_name":"Migenda, Nico"},{"first_name":"Julian","last_name":"Weller","full_name":"Weller, Julian"},{"first_name":"Wolfram","id":"224375","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154718","orcid":"0000-0003-3300-2048","full_name":"Schenck, Wolfram","last_name":"Schenck"},{"id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154719","first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720"}],"citation":{"apa":"Niederhaus, M., Migenda, N., Weller, J., Schenck, W., &#38; Kohlhase, M. (2024). Technical Readiness of Prescriptive Analytics Platforms: A Survey. In IEEE (Ed.), <i>2024 35th Conference of Open Innovations Association (FRUCT)</i> (pp. 509–519). Tampere, Finland: IEEE. <a href=\"https://doi.org/10.23919/FRUCT61870.2024.10516367\">https://doi.org/10.23919/FRUCT61870.2024.10516367</a>","bibtex":"@inproceedings{Niederhaus_Migenda_Weller_Schenck_Kohlhase_2024, title={Technical Readiness of Prescriptive Analytics Platforms: A Survey}, DOI={<a href=\"https://doi.org/10.23919/FRUCT61870.2024.10516367\">10.23919/FRUCT61870.2024.10516367</a>}, 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} }","alphadin":"<span style=\"font-variant:small-caps;\">Niederhaus, Marvin</span> ; <span style=\"font-variant:small-caps;\">Migenda, Nico</span> ; <span style=\"font-variant:small-caps;\">Weller, Julian</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: Technical Readiness of Prescriptive Analytics Platforms: A Survey. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2024 35th Conference of Open Innovations Association (FRUCT)</i> : IEEE, 2024, S. 509–519","ieee":"M. Niederhaus, N. Migenda, J. Weller, W. Schenck, and M. Kohlhase, “Technical Readiness of Prescriptive Analytics Platforms: A Survey,” in <i>2024 35th Conference of Open Innovations Association (FRUCT)</i>, Tampere, Finland, 2024, pp. 509–519.","ama":"Niederhaus M, Migenda N, Weller J, Schenck W, Kohlhase M. Technical Readiness of Prescriptive Analytics Platforms: A Survey. In: IEEE, ed. <i>2024 35th Conference of Open Innovations Association (FRUCT)</i>. IEEE; 2024:509-519. doi:<a href=\"https://doi.org/10.23919/FRUCT61870.2024.10516367\">10.23919/FRUCT61870.2024.10516367</a>","mla":"Niederhaus, Marvin, et al. “Technical Readiness of Prescriptive Analytics Platforms: A Survey.” <i>2024 35th Conference of Open Innovations Association (FRUCT)</i>, edited by IEEE, IEEE, 2024, pp. 509–19, doi:<a href=\"https://doi.org/10.23919/FRUCT61870.2024.10516367\">10.23919/FRUCT61870.2024.10516367</a>.","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.","chicago":"Niederhaus, Marvin, Nico Migenda, Julian Weller, Wolfram Schenck, and Martin Kohlhase. “Technical Readiness of Prescriptive Analytics Platforms: A Survey.” In <i>2024 35th Conference of Open Innovations Association (FRUCT)</i>, edited by IEEE, 509–19. IEEE, 2024. <a href=\"https://doi.org/10.23919/FRUCT61870.2024.10516367\">https://doi.org/10.23919/FRUCT61870.2024.10516367</a>."},"language":[{"iso":"eng"}],"_id":"4699","year":"2024","date_created":"2024-06-17T09:31:09Z","title":"Technical Readiness of Prescriptive Analytics Platforms: A Survey","quality_controlled":"1","publication_status":"published","publication":"2024 35th Conference of Open Innovations Association (FRUCT)","corporate_editor":["IEEE"],"user_id":"224375","project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"},{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"publication_identifier":{"eisbn":["978-952-65246-1-0"]},"type":"conference"}]