{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T02:35:38Z","timestamp":1743042938006,"version":"3.40.3"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031164064"},{"type":"electronic","value":"9783031164071"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-031-16407-1_6","type":"book-chapter","created":{"date-parts":[[2022,9,18]],"date-time":"2022-09-18T13:02:37Z","timestamp":1663506157000},"page":"43-50","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Case-Study-Based Requirements Analysis of Manufacturing Companies for Auto-ML Solutions"],"prefix":"10.1007","author":[{"given":"G\u00fcnther","family":"Schuh","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Max-Ferdinand","family":"Stroh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Justus","family":"Benning","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,9,19]]},"reference":[{"key":"6_CR1","unstructured":"Reder, B.: Studie Machine Learning 2021 (2021). https:\/\/www.lufthansa-industry-solutions.com\/de-de\/studien\/idg-studie-machine-learning-2021. Accessed 2 Sept 2021"},{"key":"6_CR2","doi-asserted-by":"crossref","unstructured":"Masood, A., Sherif, A.: Automated Machine Learning, 1st edn. Packt Publishing, Safari (2021)","DOI":"10.1093\/oso\/9780190941659.003.0001"},{"key":"6_CR3","unstructured":"Statista Research Department: Number of AI\/ML service offerings at hyperscale CSPs worldwide 2020\u20132021, by provider (2022). https:\/\/www.statista.com\/statistics\/1268286\/worldwide-ai-machine-learning-service-offerings-hyperscalers\/. Accessed 7 Mar 2022"},{"key":"6_CR4","unstructured":"Kaul, A., Schieler, M., Hans, C.: K\u00fcnstliche Intelligenz im europ\u00e4ischen Mittelstand. Status quo, Perspektiven und was jetzt zu tun ist (2019). https:\/\/www.uni-saarland.de\/fileadmin\/upload\/lehrstuhl\/kaul\/Universita%CC%88t_des_Saarlandes_Ku%CC%88nstliche_Intelligenz_im_europa%CC%88ischen_Mittelstand_2019-10_digital.pdf. Accessed 7 Mar 2022"},{"key":"6_CR5","doi-asserted-by":"publisher","first-page":"443","DOI":"10.1016\/j.procir.2020.04.039","volume":"93","author":"J Krau\u00df","year":"2020","unstructured":"Krau\u00df, J., Pacheco, B.M., Zang, H.M., Schmitt, R.H.: Automated machine learning for predictive quality in production. Procedia CIRP 93, 443\u2013448 (2020). https:\/\/doi.org\/10.1016\/j.procir.2020.04.039","journal-title":"Procedia CIRP"},{"key":"6_CR6","doi-asserted-by":"publisher","unstructured":"Crisan, A., Fiore-Gartland, B.: Fits and starts: enterprise use of AutoML and the role of humans in the loop. In: Kitamura, Y. (ed.) Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. CHI 2021: CHI Conference on Human Factors in Computing Systems, Yokohama Japan, 08\u201313 May 2021, pp. 1\u201315. Association for Computing Machinery, New York (2021). https:\/\/doi.org\/10.1145\/3411764.3445775","DOI":"10.1145\/3411764.3445775"},{"key":"6_CR7","unstructured":"Elshawi, R., Maher, M., Sakr, S.: Automated machine learning: state-of-the-art and open challenges (2019). http:\/\/arxiv.org\/pdf\/1906.02287v2"},{"key":"6_CR8","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1613\/jair.1.11854","volume":"70","author":"M-A Z\u00f6ller","year":"2021","unstructured":"Z\u00f6ller, M.-A., Huber, M.F.: Benchmark and survey of automated machine learning frameworks. J. Artif. Intell. Res. 70, 409\u2013474 (2021)","journal-title":"J. Artif. Intell. Res."},{"key":"6_CR9","doi-asserted-by":"crossref","unstructured":"Xin, D., Wu, E.Y., Lee, D.J.-L., Salehi, N., Parameswaran, A.: Whither AutoML? understanding the role of automation in machine learning workflows (2021). http:\/\/arxiv.org\/pdf\/2101.04834v1","DOI":"10.1145\/3411764.3445306"},{"key":"6_CR10","unstructured":"IEEE Standards Board: IEEE Standard Glossary of Software Engineering Terminology, New York (IEEE Std 610.12\u20131990) (1990). http:\/\/www.informatik.htw-dresden.de\/~hauptman\/SEI\/IEEE_Standard_Glossary_of_Software_Engineering_Terminology%20.pdf. Accessed 25 June 2022"},{"key":"6_CR11","doi-asserted-by":"publisher","first-page":"532","DOI":"10.2307\/258557","volume":"14","author":"KM Eisenhardt","year":"1989","unstructured":"Eisenhardt, K.M.: Building theories form case studies. Acad. Manag. Rev. 14, 532\u2013550 (1989)","journal-title":"Acad. Manag. Rev."},{"key":"6_CR12","unstructured":"Sprinz, D., Wolinsky, Y. (eds.): Models, Numbers, and Cases. Methods for studying international relations, 2nd edn. University of Michigan Press, Ann Arbor (2007)"},{"key":"6_CR13","unstructured":"Justus Benning: Case-Study-Based Requirements Analysis of Manufacturing Companies for Auto-ML solutions. Long List of Requirements (2022). https:\/\/github.com\/BenningJustus\/APMS-Longlist\/raw\/main\/APMS_Requirements_Long-List_public_Bn.xlsx"},{"key":"6_CR14","doi-asserted-by":"publisher","unstructured":"Schuh, G.: Innovationsmanagement. Springer, Heidelberg (2012) https:\/\/doi.org\/10.1007\/978-3-642-25050-7","DOI":"10.1007\/978-3-642-25050-7"},{"key":"6_CR15","doi-asserted-by":"publisher","unstructured":"Schuh, G., Klappert, S.: Technologiemanagement. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-12530-0.","DOI":"10.1007\/978-3-642-12530-0"}],"container-title":["IFIP Advances in Information and Communication Technology","Advances in Production Management Systems. Smart Manufacturing and Logistics Systems: Turning Ideas into Action"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-16407-1_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,18]],"date-time":"2022-09-18T23:17:48Z","timestamp":1663543068000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-16407-1_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031164064","9783031164071"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-16407-1_6","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"type":"print","value":"1868-4238"},{"type":"electronic","value":"1868-422X"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"19 September 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"APMS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Advances in Production Management Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Gyeongju","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Korea (Republic of)","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 September 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 September 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"apms2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.apms-conference.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"ConfTool","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"153","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"139","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"91% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}