{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T17:11:05Z","timestamp":1742922665692,"version":"3.40.3"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030680060"},{"type":"electronic","value":"9783030680077"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-68007-7_1","type":"book-chapter","created":{"date-parts":[[2021,2,2]],"date-time":"2021-02-02T19:38:53Z","timestamp":1612294733000},"page":"1-18","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["AI2VIS4BigData: A Reference Model for AI-Based Big Data Analysis and Visualization"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1100-2645","authenticated-orcid":false,"given":"Thoralf","family":"Reis","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marco X.","family":"Bornschlegl","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8293-2802","authenticated-orcid":false,"given":"Matthias L.","family":"Hemmje","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,2,3]]},"reference":[{"issue":"3","key":"1_CR1","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1109\/52.896248","volume":"17","author":"C Gunter","year":"2000","unstructured":"Gunter, C., Gunter, E., Jackson, M., Zave, P.: A reference model for requirements and specifications. IEEE Softw. 17(3), 37\u201343 (2000)","journal-title":"IEEE Softw."},{"issue":"4","key":"1_CR2","doi-asserted-by":"publisher","first-page":"457","DOI":"10.1142\/S0218194097000266","volume":"7","author":"G Engels","year":"1997","unstructured":"Engels, G., Heckel, R., Taentzer, G., Ehrig, H.: A combined reference model- and view-based approach to system specification. Int. J. Softw. Eng. Knowl. Eng. 7(4), 457\u2013477 (1997)","journal-title":"Int. J. Softw. Eng. Knowl. Eng."},{"key":"1_CR3","unstructured":"Bornschlegl, M.X.: Advanced Visual Interfaces Supporting Distributed Cloud-Based Big Data Analysis, Dissertation, University of Hagen (2019)"},{"key":"1_CR4","unstructured":"Laney, D.: 3D Data Management: Controlling Data Volume, Velocity, and Variety. Technical Report, META Group (2001)"},{"key":"1_CR5","unstructured":"Krensky, P., et al.: Critical Capabilities for Data Science and Machine Learning Platforms, Gartner Inc., vol. G00391146 (2020)"},{"key":"1_CR6","unstructured":"ISO, ISO\/IEC JTC 1\/SC 42 Artificial Intelligence (2018). https:\/\/isotc.iso.org\/livelink\/livelink\/open\/jtc1sc42"},{"key":"1_CR7","first-page":"335","volume":"2348","author":"R Bond","year":"2019","unstructured":"Bond, R., et al.: Digital empathy secures Frankenstein\u2019s monster. CEUR Workshop Proc. 2348, 335\u2013349 (2019)","journal-title":"CEUR Workshop Proc."},{"key":"1_CR8","unstructured":"OECD, Artificial Intelligence in Society (2019)"},{"key":"1_CR9","volume-title":"What To Do When Machines Do Everything: How to Get Ahead in a World of AI, Algorithms, Bots, and Big Data","author":"P Roehrig","year":"2017","unstructured":"Roehrig, P., Malcolm, F., Pring, B.: What To Do When Machines Do Everything: How to Get Ahead in a World of AI, Algorithms, Bots, and Big Data. John Wiley & Sons, Hoboken (2017)"},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Healy, M.: A machine learning emotion detection platform to support affective well being, pp. 2694\u20132700 (2018)","DOI":"10.1109\/BIBM.2018.8621562"},{"key":"1_CR11","doi-asserted-by":"crossref","unstructured":"Reis, T., Bornschlegl, M.X., Hemmje, M.L.: Towards a reference model for artificial intelligence supporting big data analysis, To appear. In: Proceedings of the 2020 International Conference on Data Science (ICDATA 2020) (2020)","DOI":"10.1007\/978-3-030-71704-9_38"},{"key":"1_CR12","doi-asserted-by":"crossref","unstructured":"Buxmann, P.: Ein neuer Hype? Zur \u00d6konomie der k\u00fcnstlichen Intelligenz, Forschung & Lehre, pp. 22\u201323, January 2020","DOI":"10.37307\/j.0945-5604.2020.01.09"},{"key":"1_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"484","DOI":"10.1007\/11678564_45","volume-title":"Business Process Management Workshops","author":"O Thomas","year":"2006","unstructured":"Thomas, O.: Understanding the term reference model in information systems research: history, literature analysis and explanation. In: Bussler, C.J., Haller, A. (eds.) BPM 2005. LNCS, vol. 3812, pp. 484\u2013496. Springer, Heidelberg (2006). https:\/\/doi.org\/10.1007\/11678564_45"},{"issue":"12","key":"1_CR14","doi-asserted-by":"publisher","first-page":"1334","DOI":"10.1109\/PROC.1983.12775","volume":"71","author":"JD Day","year":"1983","unstructured":"Day, J.D., Zimmermann, H.: The OSI reference model. Proc. IEEE 71(12), 1334\u20131340 (1983)","journal-title":"Proc. IEEE"},{"key":"1_CR15","doi-asserted-by":"publisher","unstructured":"Bornschlegl, M.X.: IVIS4BigData: a reference model for advanced visual interfaces supporting big data analysis in virtual research environments. In: Bornschlegl, M.X., Engel, F.C., Bond, R., Hemmje, M.L. (eds.) AVI-BDA 2016. LNCS, vol. 10084, pp. 1\u201318. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-50070-6_1","DOI":"10.1007\/978-3-319-50070-6_1"},{"key":"1_CR16","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.inffus.2019.12.012","volume":"58","author":"A Barredo Arrieta","year":"2020","unstructured":"Barredo Arrieta, A., et al.: Explainable Artificial Intelligence (XAI): concepts, taxonomies, opportunities and challenges toward responsible AI. Inf. Fusion 58, 82\u2013115 (2020)","journal-title":"Inf. Fusion"},{"key":"1_CR17","doi-asserted-by":"crossref","unstructured":"Birnbaum, L., Lieberman, H., Horvitz, E., Marks, J., Kurlander, D., Roth, S.: Compelling intelligent user interfaces - how much AI? In: Proceedings IUI International Conference on Intelligent User Interfaces, pp. 173\u2013175 (1997)","DOI":"10.1145\/238218.238319"},{"issue":"1","key":"1_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jssci.2009010101","volume":"1","author":"Y Wang","year":"2009","unstructured":"Wang, Y.: On abstract intelligence: toward a unifying theory of natural, artificial, machinable, and computational intelligence. Int. J. Softw. Sci. Comput. Intell. 1(1), 1\u201317 (2009)","journal-title":"Int. J. Softw. Sci. Comput. Intell."},{"key":"1_CR19","doi-asserted-by":"crossref","unstructured":"Davis, J., Goadrich, M.: The relationship between precision-recall and roc curves. In: Proceedings of the 23rd International Conference on Machine Learning, pp. 233\u2013240. ACM (2006)","DOI":"10.1145\/1143844.1143874"},{"key":"1_CR20","unstructured":"Kohavi, R., et al.: A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Ijcai, Montreal, Canada, vol. 14, no. 2, pp. 1137\u20131145 (1995)"},{"key":"1_CR21","doi-asserted-by":"crossref","unstructured":"Wendehorst, C.: Ist der Roboter haftbar? K\u00fcnstliche Intelligenz und g\u00fcltige Rechtsnormen, Forschung & Lehre, pp. 24\u201325, January 2020","DOI":"10.37307\/j.0945-5604.2020.01.10"},{"key":"1_CR22","doi-asserted-by":"crossref","unstructured":"Woopen, C., Lohaus, I.: Grundlegende Rechte und Freiheiten Sch\u00fctzen: Ethische Implikation der k\u00fcnstlichen Intelligenz, Forschung & Lehre, pp. 18\u201320, January 2020","DOI":"10.37307\/j.0945-5604.2020.01.07"}],"container-title":["Lecture Notes in Computer Science","Advanced Visual Interfaces. Supporting Artificial Intelligence and Big Data Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-68007-7_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,14]],"date-time":"2022-12-14T12:15:30Z","timestamp":1671020130000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-68007-7_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030680060","9783030680077"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-68007-7_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"3 February 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AVI-BDA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"AVI Workshop on Big Data Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 June 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 June 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"avi-bda2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/avi2020.ftk.de\/","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":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"15","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":"9","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":"60% - 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":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Due to the Corona pandemic this event was held virtually.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}