[{"main_file_link":[{"url":"https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf"}],"_id":"7068","citation":{"apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2026). Smart data adapter: A hybrid pattern-LLM approach. In F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, &#38; S. Lang (Eds.), <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.25673/123544\">https://doi.org/10.25673/123544</a>","chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” In <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt, Hartmut Zadek, Jettarat Janmontree, Sebastian Trojahn, and Sebastian Lang. Otto von Guericke University Library, Magdeburg, Germany, 2026. <a href=\"https://doi.org/10.25673/123544\">https://doi.org/10.25673/123544</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Smart data adapter: A hybrid pattern-LLM approach. In: <span style=\"font-variant:small-caps;\">Behrendt, F.</span> ; <span style=\"font-variant:small-caps;\">Zadek, H.</span> ; <span style=\"font-variant:small-caps;\">Janmontree, J.</span> ; <span style=\"font-variant:small-caps;\">Trojahn, S.</span> ; <span style=\"font-variant:small-caps;\">Lang, S.</span> (Hrsg.): <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> : Otto von Guericke University Library, Magdeburg, Germany, 2026","mla":"Döring, Lina, et al. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt et al., Otto von Guericke University Library, Magdeburg, Germany, 2026, doi:<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>.","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Smart data adapter: A hybrid pattern-LLM approach,” in <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2026.","short":"L. Döring, S. Trojahn, P. Reusch, in: F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, 2026.","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2026, title={Smart data adapter: A hybrid pattern-LLM approach}, DOI={<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>}, booktitle={19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal}, editor={Behrendt, Fabian and Zadek, Hartmut and Janmontree, Jettarat and Trojahn, Sebastian and Lang, SebastianEditors}, year={2026} }","ama":"Döring L, Trojahn S, Reusch P. Smart data adapter: A hybrid pattern-LLM approach. In: Behrendt F, Zadek H, Janmontree J, Trojahn S, Lang S, eds. <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Otto von Guericke University Library, Magdeburg, Germany; 2026. doi:<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>"},"department":[{"_id":"103"}],"author":[{"first_name":"Lina","last_name":"Döring","orcid":"0009-0000-3555-4183","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189","full_name":"Döring, Lina","id":"231689"},{"last_name":"Trojahn","first_name":"Sebastian","full_name":"Trojahn, Sebastian"},{"full_name":"Reusch, Pascal","first_name":"Pascal","last_name":"Reusch","id":"223271"}],"editor":[{"first_name":"Fabian","last_name":"Behrendt","full_name":"Behrendt, Fabian"},{"first_name":"Hartmut","last_name":"Zadek","full_name":"Zadek, Hartmut"},{"full_name":"Janmontree, Jettarat","first_name":"Jettarat","last_name":"Janmontree"},{"last_name":"Trojahn","first_name":"Sebastian","full_name":"Trojahn, Sebastian"},{"last_name":"Lang","first_name":"Sebastian","full_name":"Lang, Sebastian"}],"status":"public","date_updated":"2026-07-20T08:11:01Z","publication":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","date_created":"2026-07-16T18:51:32Z","publication_status":"published","user_id":"220548","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"Adopting digital twin technologies in small andmedium-sized enterprises (SMEs) is often hinderedby heterogeneous, poorly documented productiondata. Current semantic type detection approachesrequire massive labeled datasets making themimpractical for resource-constrained SMEs. Wepropose a zero-shot hybrid framework combiningpattern-based classification with selective largelanguage model (LLM) reasoning formanufacturing-specific data types. The two-stagearchitecture uses rule-based patterns for high-confidence cases, forwarding ambiguous columnsto a multi-step LLM reasoner. Evaluation on fourmanufacturing datasets shows the hybrid approachachieves weighted F1 within 7 24 percentagepoints of pure LLM classification performancewhile reducing LLM invocations by 39% onaverage. Processing time decreased by up to 2.8×.Our framework addresses a critical gap: automated,computationally efficient data type recognition formanufacturing SMEs without requiring trainingdata, contributing to automated simulation anddigital twin construction."}],"conference":{"end_date":"2026-06-16","location":"Magdeburg","name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","start_date":"2026-06-15"},"keyword":["Semantic Data Type Detection","DigitalTwin","Manufacturing SMEs","Zero-shot Learning","Hybrid AI","LLM"],"title":"Smart data adapter: A hybrid pattern-LLM approach","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"quality_controlled":"1","year":"2026","doi":"10.25673/123544","type":"conference","publisher":"Otto von Guericke University Library, Magdeburg, Germany"},{"volume":18,"doi":"10.57720/5972","type":"conference","publisher":"Otto von Guericke University Library, Magdeburg, Germany","tmp":{"image":"/images/cc_by.png","short":"CC BY (4.0)","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"year":"2025","place":"Magdeburg","oa":"1","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"title":"Partial Twin – Pragmatic Digital Twin Adoption for SMEs","quality_controlled":"1","urn":"urn:nbn:de:hbz:bi10-59727","keyword":["Digital Twin","Small and medium sized companies","SME","production optimization"],"related_material":{"link":[{"url":"https://opendata.uni-halle.de//handle/1981185920/120977","relation":"contains"}],"record":[{"status":"public","relation":"later_version","id":"6037"}]},"conference":{"location":"Magdeburg","name":"International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","end_date":"2025-06-17","start_date":"2025-06-16"},"user_id":"250307","language":[{"iso":"eng"}],"corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"date_updated":"2026-06-09T07:31:19Z","publication":"18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","status":"public","publication_status":"published","date_created":"2025-06-27T07:23:30Z","department":[{"_id":"103"}],"author":[{"first_name":"Lina","last_name":"Döring","orcid":"0009-0000-3555-4183","full_name":"Döring, Lina","id":"231689"},{"full_name":"Trojahn, Sebastian","first_name":"Sebastian","last_name":"Trojahn"},{"last_name":"Reusch","first_name":"Pascal","full_name":"Reusch, Pascal","id":"223271"}],"main_file_link":[{"open_access":"1","url":"http://dx.doi.org/10.25673/119021"}],"intvolume":"        18","_id":"5972","citation":{"apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2025). Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In Otto von Guericke University Library, Magdeburg, Germany (Ed.), <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> (Vol. 18). Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.57720/5972\">https://doi.org/10.57720/5972</a>","chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” In <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, Vol. 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany, 2025. <a href=\"https://doi.org/10.57720/5972\">https://doi.org/10.57720/5972</a>.","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2025, place={Magdeburg}, title={Partial Twin – Pragmatic Digital Twin Adoption for SMEs}, volume={18}, DOI={<a href=\"https://doi.org/10.57720/5972\">10.57720/5972</a>}, booktitle={18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal}, editor={Otto von Guericke University Library, Magdeburg, GermanyEditor}, year={2025} }","ama":"Döring L, Trojahn S, Reusch P. Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: Otto von Guericke University Library, Magdeburg, Germany, ed. <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany; 2025. doi:<a href=\"https://doi.org/10.57720/5972\">10.57720/5972</a>","short":"L. Döring, S. Trojahn, P. Reusch, in: Otto von Guericke University Library, Magdeburg, Germany (Ed.), 18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, Magdeburg, 2025.","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: <span style=\"font-variant:small-caps;\">Otto von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 18. Magdeburg : Otto von Guericke University Library, Magdeburg, Germany, 2025","mla":"Döring, Lina, et al. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, vol. 18, Otto von Guericke University Library, Magdeburg, Germany, 2025, doi:<a href=\"https://doi.org/10.57720/5972\">10.57720/5972</a>.","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Partial Twin – Pragmatic Digital Twin Adoption for SMEs,” in <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2025, vol. 18."}},{"department":[{"_id":"103"}],"_id":"6037","citation":{"chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” In <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, Vol. 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany, 2025. <a href=\"https://doi.org/10.57720/6037\">https://doi.org/10.57720/6037</a>.","apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2025). Partial Twin – Pragmatic Digital Twin Adoption for SMEs. 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In: Otto von Guericke University Library, Magdeburg, Germany, ed. <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany; 2025. doi:<a href=\"https://doi.org/10.57720/6037\">10.57720/6037</a>","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: <span style=\"font-variant:small-caps;\">Otto von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 18. Magdeburg : Otto von Guericke University Library, Magdeburg, Germany, 2025","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Partial Twin – Pragmatic Digital Twin Adoption for SMEs,” in <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2025, vol. 18.","mla":"Döring, Lina, et al. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, vol. 18, Otto von Guericke University Library, Magdeburg, Germany, 2025, doi:<a href=\"https://doi.org/10.57720/6037\">10.57720/6037</a>.","short":"L. Döring, S. Trojahn, P. Reusch, in: Otto von Guericke University Library, Magdeburg, Germany (Ed.), 18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, Magdeburg, 2025."},"intvolume":"        18","main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"user_id":"250307","publication_status":"published","date_created":"2025-07-01T12:39:47Z","publication":"18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","status":"public","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"quality_controlled":"1","title":"Partial Twin – Pragmatic Digital Twin Adoption for SMEs","keyword":["Digital Twin","Small and medium sized companies","SME","production optimization"],"file_date_updated":"2025-07-01T13:09:34Z","oa":"1","publisher":"Otto von Guericke University Library, Magdeburg, Germany","has_accepted_license":"1","year":"2025","place":"Magdeburg","author":[{"first_name":"Lina","orcid":"0009-0000-3555-4183","last_name":"Döring","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/187041485","full_name":"Döring, Lina","id":"231689"},{"first_name":"Sebastian","last_name":"Trojahn","full_name":"Trojahn, Sebastian"},{"last_name":"Reusch","first_name":"Pascal","full_name":"Reusch, Pascal","id":"223271"}],"corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"date_updated":"2026-06-09T07:31:19Z","urn":"urn:nbn:de:hbz:bi10-59727","conference":{"start_date":"2025-06-16","end_date":"2025-06-17","location":"Magdeburg","name":"International Doctoral Students Workshop on Logistics, Supply Chain and Production Management"},"related_material":{"record":[{"status":"public","relation":"earlier_version","id":"5972"}],"link":[{"relation":"confirmation","description":"This contains the original article published by Otto von Guericke University Magdeburg. Available online: http://dx.doi.org/10.25673/119021","url":"http://dx.doi.org/10.25673/119021"}]},"tmp":{"image":"/images/cc_by.png","short":"CC BY (4.0)","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"volume":18,"doi":"10.57720/6037","type":"conference","file":[{"success":1,"creator":"kwerth","date_updated":"2025-07-01T13:09:34Z","date_created":"2025-07-01T13:09:34Z","access_level":"open_access","file_id":"6039","file_size":1894636,"file_name":"Secondary_Publication_Döring_2025_Partial_Twin.pdf","relation":"main_file","content_type":"application/pdf"}]},{"main_file_link":[{"url":"https://arxiv.org/abs/2408.09841","open_access":"1"}],"citation":{"ama":"Fischer D, Hüsener HM, Grumbach F, Vollenkemper L, Müller A, Reusch P. Demystifying Reinforcement Learning in Production Scheduling via Explainable AI. <i>arXiv</i>. 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2408.09841\">10.48550/ARXIV.2408.09841</a>","bibtex":"@article{Fischer_Hüsener_Grumbach_Vollenkemper_Müller_Reusch_2024, title={Demystifying Reinforcement Learning in Production Scheduling via Explainable AI}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2408.09841\">10.48550/ARXIV.2408.09841</a>}, journal={arXiv}, publisher={Cornell University}, author={Fischer, Daniel and Hüsener, Hannah M. and Grumbach, Felix and Vollenkemper, Lukas and Müller, Arthur and Reusch, Pascal}, year={2024} }","short":"D. Fischer, H.M. Hüsener, F. Grumbach, L. Vollenkemper, A. Müller, P. Reusch, ArXiv (2024).","ieee":"D. Fischer, H. M. Hüsener, F. Grumbach, L. Vollenkemper, A. Müller, and P. Reusch, “Demystifying Reinforcement Learning in Production Scheduling via Explainable AI,” <i>arXiv</i>, 2024.","mla":"Fischer, Daniel, et al. “Demystifying Reinforcement Learning in Production Scheduling via Explainable AI.” <i>ArXiv</i>, Cornell University, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2408.09841\">10.48550/ARXIV.2408.09841</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Fischer, Daniel</span> ; <span style=\"font-variant:small-caps;\">Hüsener, Hannah M.</span> ; <span style=\"font-variant:small-caps;\">Grumbach, Felix</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;\">Reusch, Pascal</span>: Demystifying Reinforcement Learning in Production Scheduling via Explainable AI. In: <i>arXiv</i>, Cornell University (2024)","chicago":"Fischer, Daniel, Hannah M. Hüsener, Felix Grumbach, Lukas Vollenkemper, Arthur Müller, and Pascal Reusch. “Demystifying Reinforcement Learning in Production Scheduling via Explainable AI.” <i>ArXiv</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2408.09841\">https://doi.org/10.48550/ARXIV.2408.09841</a>.","apa":"Fischer, D., Hüsener, H. M., Grumbach, F., Vollenkemper, L., Müller, A., &#38; Reusch, P. (2024). Demystifying Reinforcement Learning in Production Scheduling via Explainable AI. <i>ArXiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2408.09841\">https://doi.org/10.48550/ARXIV.2408.09841</a>"},"_id":"5470","author":[{"last_name":"Fischer","first_name":"Daniel","full_name":"Fischer, Daniel"},{"full_name":"Hüsener, Hannah M.","first_name":"Hannah M.","last_name":"Hüsener"},{"full_name":"Grumbach, Felix","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/177055139","orcid":"0000-0001-6348-7897","last_name":"Grumbach","first_name":"Felix","id":"243801"},{"id":"245570","full_name":"Vollenkemper, Lukas","first_name":"Lukas","last_name":"Vollenkemper"},{"first_name":"Arthur","last_name":"Müller","full_name":"Müller, Arthur"},{"full_name":"Reusch, Pascal","first_name":"Pascal","last_name":"Reusch","id":"223271"}],"publication":"arXiv","date_updated":"2026-03-17T15:29:18Z","status":"public","publication_status":"published","date_created":"2025-01-30T13:40:38Z","user_id":"220548","language":[{"iso":"eng"}],"oa":"1","title":"Demystifying Reinforcement Learning in Production Scheduling via Explainable AI","year":"2024","doi":"10.48550/ARXIV.2408.09841","type":"journal_article","publisher":"Cornell University"},{"oa":"1","title":"Optimizing Sales Forecasts through Automated Integration of Market Indicators","doi":"10.48550/ARXIV.2406.07564","type":"journal_article","publisher":"Cornell University","year":"2024","author":[{"last_name":"Döring","orcid":"0009-0000-3555-4183","first_name":"Lina","full_name":"Döring, Lina","id":"231689"},{"id":"243801","orcid":"0000-0001-6348-7897","last_name":"Grumbach","first_name":"Felix","full_name":"Grumbach, Felix","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/177055069"},{"id":"223271","full_name":"Reusch, Pascal","last_name":"Reusch","first_name":"Pascal"}],"main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2406.07564"}],"_id":"5472","citation":{"bibtex":"@article{Döring_Grumbach_Reusch_2024, title={Optimizing Sales Forecasts through Automated Integration of Market Indicators}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">10.48550/ARXIV.2406.07564</a>}, journal={arXiv}, publisher={Cornell University}, author={Döring, Lina and Grumbach, Felix and Reusch, Pascal}, year={2024} }","ama":"Döring L, Grumbach F, Reusch P. Optimizing Sales Forecasts through Automated Integration of Market Indicators. <i>arXiv</i>. 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">10.48550/ARXIV.2406.07564</a>","short":"L. Döring, F. Grumbach, P. Reusch, ArXiv (2024).","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Grumbach, Felix</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Optimizing Sales Forecasts through Automated Integration of Market Indicators. In: <i>arXiv</i>, Cornell University (2024)","mla":"Döring, Lina, et al. “Optimizing Sales Forecasts through Automated Integration of Market Indicators.” <i>ArXiv</i>, Cornell University, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">10.48550/ARXIV.2406.07564</a>.","ieee":"L. Döring, F. Grumbach, and P. Reusch, “Optimizing Sales Forecasts through Automated Integration of Market Indicators,” <i>arXiv</i>, 2024.","chicago":"Döring, Lina, Felix Grumbach, and Pascal Reusch. “Optimizing Sales Forecasts through Automated Integration of Market Indicators.” <i>ArXiv</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">https://doi.org/10.48550/ARXIV.2406.07564</a>.","apa":"Döring, L., Grumbach, F., &#38; Reusch, P. (2024). Optimizing Sales Forecasts through Automated Integration of Market Indicators. <i>ArXiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">https://doi.org/10.48550/ARXIV.2406.07564</a>"},"user_id":"220548","language":[{"iso":"eng"}],"date_updated":"2026-03-17T15:29:18Z","publication":"arXiv","status":"public","publication_status":"published","date_created":"2025-01-30T13:41:54Z"}]