[{"main_file_link":[{"open_access":"1","url":"https://rdcu.be/fh03T"}],"alternative_id":["6899"],"user_id":"226669","oa":"1","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"},{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"}],"type":"conference","publication_identifier":{"issn":["1865-0929"],"eissn":["1865-0937"],"isbn":["978-3-032-19104-5"],"eisbn":["978-3-032-19105-2"]},"series_title":"Communications in Computer and Information Science","publication_status":"published","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","date_created":"2026-05-10T07:55:29Z","title":"Low Query Budget Active Learning for Classification and Regression","language":[{"iso":"eng"}],"editor":[{"full_name":"Koprinska, Irena","last_name":"Koprinska","first_name":"Irena"},{"full_name":"Mendes-Moreira, João","last_name":"Mendes-Moreira","first_name":"João"},{"full_name":"Branco, Paula","last_name":"Branco","first_name":"Paula"}],"_id":"6898","year":"2026","abstract":[{"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.","lang":"eng"}],"status":"public","conference":{"end_date":"2025-09-19","start_date":"2025-09-15","location":"Porto, Portugal","name":"ECML PKDD 2025"},"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","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} }","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>"},"author":[{"id":"252434","first_name":"Bjarne","last_name":"Jaster","full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369"},{"first_name":"Alaa","id":"238549","last_name":"Tharwat","full_name":"Tharwat, Alaa"},{"first_name":"Eiram Mahera","last_name":"Sheikh","full_name":"Sheikh, Eiram Mahera"},{"last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin","first_name":"Martin","id":"226669"},{"last_name":"Schenck","full_name":"Schenck, Wolfram","orcid":"0000-0003-3300-2048","id":"224375","first_name":"Wolfram"}],"place":"Cham","date_updated":"2026-06-01T15:18:27Z","page":"5-21","publisher":"Springer Nature Switzerland","doi":"10.1007/978-3-032-19105-2_1"},{"series_title":"Communications in Computer and Information Science","publication":"Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings","publication_status":"published","publication_identifier":{"issn":["1865-0929"],"isbn":["978-3-031-62494-0"],"eissn":["1865-0937"],"eisbn":["978-3-031-62495-7"]},"type":"conference","alternative_id":["5368"],"user_id":"220548","date_created":"2024-07-05T10:09:03Z","title":"A Spike Vision Approach for Multi-object Detection and Generating Dataset Using Multi-core Architecture on Edge Device","_id":"4782","editor":[{"first_name":"Lazaros","last_name":"Iliadis","full_name":"Iliadis, Lazaros"},{"first_name":"Ilias","last_name":"Maglogiannis","full_name":"Maglogiannis, Ilias"},{"last_name":"Papaleonidas","full_name":"Papaleonidas, Antonios","first_name":"Antonios"},{"full_name":"Pimenidis, Elias","last_name":"Pimenidis","first_name":"Elias"},{"last_name":"Jayne","full_name":"Jayne, Chrisina","first_name":"Chrisina"}],"year":"2024","language":[{"iso":"eng"}],"doi":"10.1007/978-3-031-62495-7_24","date_updated":"2026-03-17T15:29:06Z","page":"317-328","publisher":"Springer Nature Switzerland","citation":{"ama":"Sanaullah S, Koravuna S, Rückert U, Jungeblut T. A Spike Vision Approach for Multi-object Detection and Generating Dataset Using Multi-core Architecture on Edge Device. In: Iliadis L, Maglogiannis I, Papaleonidas A, Pimenidis E, Jayne C, eds. <i>Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings</i>. Communications in Computer and Information Science. Cham: Springer Nature Switzerland; 2024:317-328. doi:<a href=\"https://doi.org/10.1007/978-3-031-62495-7_24\">10.1007/978-3-031-62495-7_24</a>","mla":"Sanaullah, Sanaullah, et al. “A Spike Vision Approach for Multi-Object Detection and Generating Dataset Using Multi-Core Architecture on Edge Device.” <i>Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings</i>, edited by Lazaros Iliadis et al., Springer Nature Switzerland, 2024, pp. 317–28, doi:<a href=\"https://doi.org/10.1007/978-3-031-62495-7_24\">10.1007/978-3-031-62495-7_24</a>.","chicago":"Sanaullah, Sanaullah, Shamini Koravuna, Ulrich Rückert, and Thorsten Jungeblut. “A Spike Vision Approach for Multi-Object Detection and Generating Dataset Using Multi-Core Architecture on Edge Device.” In <i>Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings</i>, edited by Lazaros Iliadis, Ilias Maglogiannis, Antonios Papaleonidas, Elias Pimenidis, and Chrisina Jayne, 317–28. Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2024. <a href=\"https://doi.org/10.1007/978-3-031-62495-7_24\">https://doi.org/10.1007/978-3-031-62495-7_24</a>.","short":"S. Sanaullah, S. Koravuna, U. Rückert, T. Jungeblut, in: L. Iliadis, I. Maglogiannis, A. Papaleonidas, E. Pimenidis, C. Jayne (Eds.), Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings, Springer Nature Switzerland, Cham, 2024, pp. 317–328.","apa":"Sanaullah, S., Koravuna, S., Rückert, U., &#38; Jungeblut, T. (2024). A Spike Vision Approach for Multi-object Detection and Generating Dataset Using Multi-core Architecture on Edge Device. In L. Iliadis, I. Maglogiannis, A. Papaleonidas, E. Pimenidis, &#38; C. Jayne (Eds.), <i>Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings</i> (pp. 317–328). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-62495-7_24\">https://doi.org/10.1007/978-3-031-62495-7_24</a>","bibtex":"@inproceedings{Sanaullah_Koravuna_Rückert_Jungeblut_2024, place={Cham}, series={Communications in Computer and Information Science}, title={A Spike Vision Approach for Multi-object Detection and Generating Dataset Using Multi-core Architecture on Edge Device}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-62495-7_24\">10.1007/978-3-031-62495-7_24</a>}, booktitle={Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings}, publisher={Springer Nature Switzerland}, author={Sanaullah, Sanaullah and Koravuna, Shamini and Rückert, Ulrich and Jungeblut, Thorsten}, editor={Iliadis, Lazaros and Maglogiannis, Ilias and Papaleonidas, Antonios and Pimenidis, Elias and Jayne, ChrisinaEditors}, year={2024}, pages={317–328}, collection={Communications in Computer and Information Science} }","alphadin":"<span style=\"font-variant:small-caps;\">Sanaullah, Sanaullah</span> ; <span style=\"font-variant:small-caps;\">Koravuna, Shamini</span> ; <span style=\"font-variant:small-caps;\">Rückert, Ulrich</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: A Spike Vision Approach for Multi-object Detection and Generating Dataset Using Multi-core Architecture on Edge Device. In: <span style=\"font-variant:small-caps;\">Iliadis, L.</span> ; <span style=\"font-variant:small-caps;\">Maglogiannis, I.</span> ; <span style=\"font-variant:small-caps;\">Papaleonidas, A.</span> ; <span style=\"font-variant:small-caps;\">Pimenidis, E.</span> ; <span style=\"font-variant:small-caps;\">Jayne, C.</span> (Hrsg.): <i>Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings</i>, <i>Communications in Computer and Information Science</i>. Cham : Springer Nature Switzerland, 2024, S. 317–328","ieee":"S. Sanaullah, S. Koravuna, U. Rückert, and T. Jungeblut, “A Spike Vision Approach for Multi-object Detection and Generating Dataset Using Multi-core Architecture on Edge Device,” in <i>Engineering Applications of Neural Networks. 25th International Conference, EANN 2024, Corfu, Greece, June 27–30, 2024, Proceedings</i>, Corfu, Greece, 2024, pp. 317–328."},"author":[{"last_name":"Sanaullah","orcid":"0000-0003-4112-802X","full_name":"Sanaullah, Sanaullah","first_name":"Sanaullah","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-4112-802X/work/163027382","id":"248865"},{"full_name":"Koravuna, Shamini","last_name":"Koravuna","first_name":"Shamini"},{"first_name":"Ulrich","last_name":"Rückert","full_name":"Rückert, Ulrich"},{"id":"242294","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/163027383","first_name":"Thorsten","last_name":"Jungeblut","full_name":"Jungeblut, Thorsten","orcid":"0000-0001-7425-8766"}],"place":"Cham","status":"public","conference":{"end_date":"2024-06-30","start_date":"2024-06-27","name":"25th International Conference, EANN 2024","location":"Corfu, Greece"}},{"doi":"10.1007/978-3-031-35998-9_9","page":"60-67","publisher":"Springer Nature Switzerland","date_updated":"2026-03-17T15:28:47Z","place":"Cham","author":[{"first_name":"Dennis","last_name":"Eller","full_name":"Eller, Dennis"},{"first_name":"Matti Miikka Johannes","id":"211687","full_name":"Laak, Matti Miikka Johannes","last_name":"Laak"},{"last_name":"Becking","full_name":"Becking, Dominic","orcid":"0000-0001-9291-9994","id":"210346","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-9291-9994/work/156381623","first_name":"Dominic"},{"last_name":"Schmitz","full_name":"Schmitz, Anne-Kathrin","first_name":"Anne-Kathrin"},{"first_name":"Udo","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-5835-5997/work/156381624","id":"232950","orcid":"0009-0007-5835-5997","full_name":"Seelmeyer, Udo","last_name":"Seelmeyer"},{"full_name":"Waag, Philipp","last_name":"Waag","first_name":"Philipp"},{"full_name":"Weinhardt, Marc","last_name":"Weinhardt","first_name":"Marc"}],"citation":{"short":"D. Eller, M.M.J. Laak, D. Becking, A.-K. Schmitz, U. Seelmeyer, P. Waag, M. Weinhardt, in: C. Stephanidis, M. Antona, S. Ntoa, G. Salvendy (Eds.), HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III, Springer Nature Switzerland, Cham, 2023, pp. 60–67.","chicago":"Eller, Dennis, Matti Miikka Johannes Laak, Dominic Becking, Anne-Kathrin Schmitz, Udo Seelmeyer, Philipp Waag, and Marc Weinhardt. “Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet.” In <i>HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III</i>, edited by Constantine Stephanidis, Margherita Antona, Stavroula Ntoa, and Gavriel Salvendy, 60–67. Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2023. <a href=\"https://doi.org/10.1007/978-3-031-35998-9_9\">https://doi.org/10.1007/978-3-031-35998-9_9</a>.","mla":"Eller, Dennis, et al. “Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet.” <i>HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III</i>, edited by Constantine Stephanidis et al., Springer Nature Switzerland, 2023, pp. 60–67, doi:<a href=\"https://doi.org/10.1007/978-3-031-35998-9_9\">10.1007/978-3-031-35998-9_9</a>.","ama":"Eller D, Laak MMJ, Becking D, et al. Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet. In: Stephanidis C, Antona M, Ntoa S, Salvendy G, eds. <i>HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III</i>. Communications in Computer and Information Science. Cham: Springer Nature Switzerland; 2023:60-67. doi:<a href=\"https://doi.org/10.1007/978-3-031-35998-9_9\">10.1007/978-3-031-35998-9_9</a>","ieee":"D. Eller <i>et al.</i>, “Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet,” in <i>HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III</i>, C. Stephanidis, M. Antona, S. Ntoa, and G. Salvendy, Eds. Cham: Springer Nature Switzerland, 2023, pp. 60–67.","alphadin":"<span style=\"font-variant:small-caps;\">Eller, Dennis</span> ; <span style=\"font-variant:small-caps;\">Laak, Matti Miikka Johannes</span> ; <span style=\"font-variant:small-caps;\">Becking, Dominic</span> ; <span style=\"font-variant:small-caps;\">Schmitz, Anne-Kathrin</span> ; <span style=\"font-variant:small-caps;\">Seelmeyer, Udo</span> ; <span style=\"font-variant:small-caps;\">Waag, Philipp</span> ; <span style=\"font-variant:small-caps;\">Weinhardt, Marc</span>: Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet. In: <span style=\"font-variant:small-caps;\">Stephanidis, C.</span> ; <span style=\"font-variant:small-caps;\">Antona, M.</span> ; <span style=\"font-variant:small-caps;\">Ntoa, S.</span> ; <span style=\"font-variant:small-caps;\">Salvendy, G.</span> (Hrsg.): <i>HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III</i>, <i>Communications in Computer and Information Science</i>. Cham : Springer Nature Switzerland, 2023, S. 60–67","bibtex":"@inbook{Eller_Laak_Becking_Schmitz_Seelmeyer_Waag_Weinhardt_2023, place={Cham}, series={Communications in Computer and Information Science}, title={Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-35998-9_9\">10.1007/978-3-031-35998-9_9</a>}, booktitle={HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III}, publisher={Springer Nature Switzerland}, author={Eller, Dennis and Laak, Matti Miikka Johannes and Becking, Dominic and Schmitz, Anne-Kathrin and Seelmeyer, Udo and Waag, Philipp and Weinhardt, Marc}, editor={Stephanidis, Constantine and Antona, Margherita and Ntoa, Stavroula and Salvendy, GavrielEditors}, year={2023}, pages={60–67}, collection={Communications in Computer and Information Science} }","apa":"Eller, D., Laak, M. M. J., Becking, D., Schmitz, A.-K., Seelmeyer, U., Waag, P., &#38; Weinhardt, M. (2023). Exchanging Files Securely in a Stationary Telepresence Consultation System Using Jitsi Meet. In C. Stephanidis, M. Antona, S. Ntoa, &#38; G. Salvendy (Eds.), <i>HCI International 2023 Posters. 25th International Conference on Human-Computer Interaction, HCII 2023, Copenhagen, Denmark, July 23–28, 2023, Proceedings, Part III</i> (pp. 60–67). 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Hoffmann (Eds.), <i>Information Processing and Management of Uncertainty in Knowledge-Based Systems. Applications</i> (pp. 729–736). Berlin, Heidelberg: Springer Berlin Heidelberg. <a href=\"https://doi.org/10.1007/978-3-642-14058-7_75\">https://doi.org/10.1007/978-3-642-14058-7_75</a>","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span> ; <span style=\"font-variant:small-caps;\">Nasiri, Maryam</span>: An Adaptive Fuzzy Model Predictive Control System for the Textile Fiber Industry. In: <span style=\"font-variant:small-caps;\">Hüllermeier, E.</span> ; <span style=\"font-variant:small-caps;\">Kruse, R.</span> ; <span style=\"font-variant:small-caps;\">Hoffmann, F.</span> (Hrsg.): <i>Information Processing and Management of Uncertainty in Knowledge-Based Systems. Applications</i>, <i>Communications in Computer and Information Science</i>. Berlin, Heidelberg : Springer Berlin Heidelberg, 2010, S. 729–736"},"author":[{"full_name":"Berlik, Stefan","orcid":"0009-0007-3242-4501","last_name":"Berlik","id":"237529","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/180308318","first_name":"Stefan"},{"first_name":"Maryam","last_name":"Nasiri","full_name":"Nasiri, Maryam"}],"publisher":"Springer Berlin Heidelberg","page":"729-736","date_updated":"2026-03-17T15:29:22Z","doi":"10.1007/978-3-642-14058-7_75","language":[{"iso":"eng"}],"year":"2010","editor":[{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier"},{"full_name":"Kruse, Rudolf","last_name":"Kruse","first_name":"Rudolf"},{"first_name":"Frank","full_name":"Hoffmann, Frank","last_name":"Hoffmann"}],"_id":"5832","title":"An Adaptive Fuzzy Model Predictive Control System for the Textile Fiber Industry","date_created":"2025-03-18T09:22:38Z","user_id":"220548","type":"conference","publication_identifier":{"eissn":["1865-0937"],"isbn":["978-3-642-14057-0"],"eisbn":["978-3-642-14058-7"],"issn":["1865-0929"]},"publication":"Information Processing and Management of Uncertainty in Knowledge-Based Systems. Applications","series_title":"Communications in Computer and Information Science","publication_status":"published"}]
