[{"keyword":["Semantic Data Type Detection","DigitalTwin","Manufacturing SMEs","Zero-shot Learning","Hybrid AI","LLM"],"status":"public","language":[{"iso":"eng"}],"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"_id":"7068","year":"2026","publisher":"Otto von Guericke University Library, Magdeburg, Germany","title":"Smart data adapter: A hybrid pattern-LLM approach","publication_status":"published","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."}],"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>","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.","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>","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>.","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>.","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} }","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","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."},"editor":[{"first_name":"Fabian","last_name":"Behrendt","full_name":"Behrendt, Fabian"},{"last_name":"Zadek","full_name":"Zadek, Hartmut","first_name":"Hartmut"},{"first_name":"Jettarat","full_name":"Janmontree, Jettarat","last_name":"Janmontree"},{"last_name":"Trojahn","full_name":"Trojahn, Sebastian","first_name":"Sebastian"},{"first_name":"Sebastian","full_name":"Lang, Sebastian","last_name":"Lang"}],"doi":"10.25673/123544","conference":{"name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg","start_date":"2026-06-15","end_date":"2026-06-16"},"user_id":"220548","date_created":"2026-07-16T18:51:32Z","publication":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","type":"conference","main_file_link":[{"url":"https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf"}],"quality_controlled":"1","date_updated":"2026-07-20T08:11:01Z","author":[{"last_name":"Döring","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183","id":"231689","first_name":"Lina","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"},{"last_name":"Reusch","full_name":"Reusch, Pascal","id":"223271","first_name":"Pascal"}],"department":[{"_id":"103"}]},{"intvolume":"        18","publication_status":"published","tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"_id":"5972","year":"2025","title":"Partial Twin – Pragmatic Digital Twin Adoption for SMEs","publisher":"Otto von Guericke University Library, Magdeburg, Germany","language":[{"iso":"eng"}],"urn":"urn:nbn:de:hbz:bi10-59727","keyword":["Digital Twin","Small and medium sized companies","SME","production optimization"],"status":"public","author":[{"id":"231689","first_name":"Lina","last_name":"Döring","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183"},{"first_name":"Sebastian","full_name":"Trojahn, Sebastian","last_name":"Trojahn"},{"last_name":"Reusch","full_name":"Reusch, Pascal","id":"223271","first_name":"Pascal"}],"date_updated":"2026-06-09T07:31:19Z","quality_controlled":"1","oa":"1","department":[{"_id":"103"}],"date_created":"2025-06-27T07:23:30Z","publication":"18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","user_id":"250307","type":"conference","main_file_link":[{"url":"http://dx.doi.org/10.25673/119021","open_access":"1"}],"volume":18,"corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"doi":"10.57720/5972","conference":{"end_date":"2025-06-17","name":"International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg","start_date":"2025-06-16"},"citation":{"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>","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} }","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>.","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","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.","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>","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."},"place":"Magdeburg","related_material":{"link":[{"relation":"contains","url":"https://opendata.uni-halle.de//handle/1981185920/120977"}],"record":[{"status":"public","id":"6037","relation":"later_version"}]}},{"publication_status":"published","tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"title":"Partial Twin – Pragmatic Digital Twin Adoption for SMEs","_id":"6037","urn":"urn:nbn:de:hbz:bi10-59727","keyword":["Digital Twin","Small and medium sized companies","SME","production optimization"],"author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/187041485","first_name":"Lina","id":"231689","orcid":"0009-0000-3555-4183","full_name":"Döring, Lina","last_name":"Döring"},{"last_name":"Trojahn","full_name":"Trojahn, Sebastian","first_name":"Sebastian"},{"full_name":"Reusch, Pascal","last_name":"Reusch","first_name":"Pascal","id":"223271"}],"quality_controlled":"1","department":[{"_id":"103"}],"date_created":"2025-07-01T12:39:47Z","publication":"18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","file_date_updated":"2025-07-01T13:09:34Z","volume":18,"conference":{"end_date":"2025-06-17","name":"International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg","start_date":"2025-06-16"},"intvolume":"        18","publisher":"Otto von Guericke University Library, Magdeburg, Germany","year":"2025","language":[{"iso":"eng"}],"file":[{"file_size":1894636,"content_type":"application/pdf","relation":"main_file","file_name":"Secondary_Publication_Döring_2025_Partial_Twin.pdf","file_id":"6039","access_level":"open_access","creator":"kwerth","success":1,"date_updated":"2025-07-01T13:09:34Z","date_created":"2025-07-01T13:09:34Z"}],"status":"public","date_updated":"2026-06-09T07:31:19Z","oa":"1","has_accepted_license":"1","user_id":"250307","type":"conference","main_file_link":[{"open_access":"1"}],"corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"doi":"10.57720/6037","place":"Magdeburg","citation":{"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/10.57720/6037\">10.57720/6037</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/10.57720/6037\">https://doi.org/10.57720/6037</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/10.57720/6037\">10.57720/6037</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} }","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/10.57720/6037\">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.","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/10.57720/6037\">https://doi.org/10.57720/6037</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."},"related_material":{"record":[{"status":"public","id":"5972","relation":"earlier_version"}],"link":[{"url":"http://dx.doi.org/10.25673/119021","relation":"confirmation","description":"This contains the original article published by Otto von Guericke University Magdeburg. Available online: http://dx.doi.org/10.25673/119021"}]}},{"publication_identifier":{"isbn":["978-3-948749-47-7"]},"conference":{"end_date":"2024-06-18","name":"17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","start_date":"2024-06-18","location":"Magdeburg"},"doi":"10.25673/116282","editor":[{"first_name":"Elke","full_name":"Glistau, Elke","last_name":"Glistau"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"}],"citation":{"ama":"Wollert T, Döring L. VSM 4.0 : Application Potentials of Data Science. In: Glistau E, Trojahn S, eds. <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 17. Otto von Guericke University Library, Magdeburg, Germany; 2024. doi:<a href=\"https://doi.org/10.25673/116282\">10.25673/116282</a>","chicago":"Wollert, Tim, and Lina Döring. “VSM 4.0 : Application Potentials of Data Science.” In <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau and Sebastian Trojahn, Vol. 17. Otto von Guericke University Library, Magdeburg, Germany, 2024. <a href=\"https://doi.org/10.25673/116282\">https://doi.org/10.25673/116282</a>.","bibtex":"@inproceedings{Wollert_Döring_2024, title={VSM 4.0 : Application Potentials of Data Science}, volume={17}, DOI={<a href=\"https://doi.org/10.25673/116282\">10.25673/116282</a>}, booktitle={17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Wollert, Tim and Döring, Lina}, editor={Glistau, Elke and Trojahn, SebastianEditors}, year={2024} }","short":"T. Wollert, L. Döring, in: E. Glistau, S. Trojahn (Eds.), 17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, 2024.","mla":"Wollert, Tim, and Lina Döring. “VSM 4.0 : Application Potentials of Data Science.” <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau and Sebastian Trojahn, vol. 17, Otto von Guericke University Library, Magdeburg, Germany, 2024, doi:<a href=\"https://doi.org/10.25673/116282\">10.25673/116282</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Wollert, Tim</span> ; <span style=\"font-variant:small-caps;\">Döring, Lina</span>: VSM 4.0 : Application Potentials of Data Science. In: <span style=\"font-variant:small-caps;\">Glistau, E.</span> ; <span style=\"font-variant:small-caps;\">Trojahn, S.</span> (Hrsg.): <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 17 : Otto von Guericke University Library, Magdeburg, Germany, 2024","apa":"Wollert, T., &#38; Döring, L. (2024). VSM 4.0 : Application Potentials of Data Science. In E. Glistau &#38; S. Trojahn (Eds.), <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> (Vol. 17). Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.25673/116282\">https://doi.org/10.25673/116282</a>","ieee":"T. Wollert and L. Döring, “VSM 4.0 : Application Potentials of Data Science,” in <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2024, vol. 17."},"oa":"1","has_accepted_license":"1","author":[{"last_name":"Wollert","full_name":"Wollert, Tim","first_name":"Tim"},{"first_name":"Lina","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/181264408","id":"231689","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183","last_name":"Döring"}],"quality_controlled":"1","date_updated":"2026-03-17T15:29:23Z","file_date_updated":"2025-03-31T13:21:55Z","main_file_link":[{"url":"https://repo.bibliothek.uni-halle.de/bitstream/1981185920/118238/1/Paper_5_VSM%204.0.pdf"}],"volume":17,"type":"conference","date_created":"2025-03-31T13:23:44Z","publication":"17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","user_id":"220548","language":[{"iso":"eng"}],"status":"public","extern":"1","urn":"urn:nbn:de:hbz:bi10-58807","file":[{"creator":"ldoering","access_level":"open_access","file_id":"5881","relation":"main_file","file_name":"Paper_5_VSM 4.0.pdf","content_type":"application/pdf","file_size":1389282,"date_created":"2025-03-31T13:21:55Z","date_updated":"2025-03-31T13:21:55Z","success":1}],"publication_status":"published","tmp":{"name":"Creative Commons Attribution-ShareAlike 4.0 International Public License (CC BY-SA 4.0)","image":"/images/cc_by_sa.png","legal_code_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","short":"CC BY-SA (4.0)"},"intvolume":"        17","year":"2024","_id":"5880","title":"VSM 4.0 : Application Potentials of Data Science","publisher":"Otto von Guericke University Library, Magdeburg, Germany"},{"doi":"10.48550/ARXIV.2406.07564","citation":{"ieee":"L. Döring, F. Grumbach, and P. Reusch, “Optimizing Sales Forecasts through Automated Integration of Market Indicators,” <i>arXiv</i>, 2024.","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>","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>.","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)","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} }","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>.","ama":"Döring L, Grumbach F, Reusch P. 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In: Glistau E, Trojahn S, Otto von Guericke University Library, Magdeburg, Germany, eds. <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 16. ; 2023:7-15. doi:<a href=\"https://doi.org/10.25673/103475\">10.25673/103475</a>","mla":"Döring, Lina, et al. “Evaluation of the Digital Transformation from VSM to Value Stream Management 4.0.” <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau et al., vol. 16, 2023, pp. 7–15, doi:<a href=\"https://doi.org/10.25673/103475\">10.25673/103475</a>.","short":"L. Döring, T. Wollert, F. Behrendt, in: E. Glistau, S. 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