{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T18:17:09Z","timestamp":1742926629477,"version":"3.40.3"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031713323"},{"type":"electronic","value":"9783031713330"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-71333-0_5","type":"book-chapter","created":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T19:03:27Z","timestamp":1725995007000},"page":"68-84","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Comparison of\u00a0AI-Based Document Classification Platforms"],"prefix":"10.1007","author":[{"given":"Leon","family":"G\u00f6rgen","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1946-2016","authenticated-orcid":false,"given":"Leon","family":"Griesch","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7431-8412","authenticated-orcid":false,"given":"Kurt","family":"Sandkuhl","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,9,11]]},"reference":[{"key":"5_CR1","unstructured":"Google vertex ai. https:\/\/cloud.google.com\/vertex-ai?hl=de. Accessed 28 Feb 2023"},{"key":"5_CR2","unstructured":"Openai. https:\/\/openai.com\/. Accessed 28 Feb 2023"},{"key":"5_CR3","unstructured":"Planet ai. https:\/\/planet-ai.de\/. Accessed 28 Feb 2023"},{"key":"5_CR4","unstructured":"AWS: Aws comprehend. https:\/\/aws.amazon.com\/de\/comprehend\/. Accessed 28 Feb 2023"},{"key":"5_CR5","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1007\/s10994-020-05913-4","volume":"110","author":"S Bej","year":"2021","unstructured":"Bej, S., Davtyan, N., Wolfien, M., Nassar, M., Wolkenhauer, O.: LoRas: an oversampling approach for imbalanced datasets. Mach. Learn. 110, 279\u2013301 (2021)","journal-title":"Mach. Learn."},{"key":"5_CR6","unstructured":"Bureau, C.F.P.: Consumer complaints report 2021. https:\/\/files.consumerfinance.gov\/f\/documents\/cfpb_2021-consumer-response-annual-report_2022-03.pdf. Accessed 09 Jan 2023"},{"key":"5_CR7","unstructured":"Chollet, F., et\u00a0al.: Keras. https:\/\/keras.io (2015)"},{"issue":"1","key":"5_CR8","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1017\/S1351324920000601","volume":"27","author":"R Dale","year":"2021","unstructured":"Dale, R.: GPT-3: what\u2019s it good for? Nat. Lang. Eng. 27(1), 113\u2013118 (2021)","journal-title":"Nat. Lang. Eng."},{"key":"5_CR9","unstructured":"Frye, M., Schmitt, R.H.: Structured data preparation pipeline for machine learning-applications in pro-duction. In: 17th IMEKO TC, vol. 10, pp. 241\u2013246 (2020)"},{"key":"5_CR10","unstructured":"Grandini, M., Bagli, E., Visani, G.: Metrics for multi-class classification: an overview. arXiv preprint arXiv:2008.05756 (2020)"},{"key":"5_CR11","unstructured":"Griesch, L., G\u00f6rgen, L., Sandkuhl, K.: Ki-als-service: Vergleich von plattformen zur dokumentenklassifikation. Lecture Notes on Informatics (LNI) (2024)"},{"key":"5_CR12","doi-asserted-by":"publisher","unstructured":"Griesch, L., Rittelmeyer, J., Sandkuhl, K.: Towards AI as a service for small and medium-sized enterprises (SME). In: IFIP Working Conference on The Practice of Enterprise Modeling, pp. 37\u201353. Springer, Cham (2023). https:\/\/doi.org\/10.1007\/978-3-031-48583-1_3","DOI":"10.1007\/978-3-031-48583-1_3"},{"issue":"2","key":"5_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.5121\/ijdkp.2015.5201","volume":"5","author":"M Hossin","year":"2015","unstructured":"Hossin, M., Sulaiman, M.N.: A review on evaluation metrics for data classification evaluations. Int. J. Data Min. Knowl. Manage. Process 5(2), 1 (2015)","journal-title":"Int. J. Data Min. Knowl. Manage. Process"},{"issue":"1","key":"5_CR14","first-page":"4","volume":"1","author":"A Khan","year":"2010","unstructured":"Khan, A., Baharudin, B., Lee, L.H., Khan, K.: A review of machine learning algorithms for text-documents classification. J. Adv. Inform. Technol. 1(1), 4\u201320 (2010)","journal-title":"J. Adv. Inform. Technol."},{"key":"5_CR15","unstructured":"LevitiyAI: Levity ai. https:\/\/levity.ai\/. Accessed 28 Feb 2023"},{"key":"5_CR16","unstructured":"Li, Q., et al.: A survey on text classification: From shallow to deep learning. arXiv preprint arXiv:2008.00364 (2020)"},{"key":"5_CR17","doi-asserted-by":"crossref","unstructured":"Lin, T., Wang, Y., Liu, X., Qiu, X.: A survey of transformers. AI Open (2022)","DOI":"10.1016\/j.aiopen.2022.10.001"},{"key":"5_CR18","unstructured":"Microsoft: Microsoft azure. https:\/\/language.cognitive.azure.com\/. Accessed 28 Feb 2023"},{"key":"5_CR19","unstructured":"Mohajon, J.: confusion matrix. https:\/\/towardsdatascience.com\/confusion-matrix-for-your-multi-class-machine-learning-model-ff9aa3bf7826. Accessed 07 Feb 2023"},{"key":"5_CR20","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F.: Scikit-learn: machine learning in Python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learn. Res."},{"key":"5_CR21","doi-asserted-by":"publisher","unstructured":"Sebastiani, F.: Machine learning in automated text categorization. ACM Comput. Surv. 34(1), 1-47 (2002). https:\/\/doi.org\/10.1145\/505282.505283","DOI":"10.1145\/505282.505283"},{"key":"5_CR22","series-title":"Advances in Intelligent Systems and Computing","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1007\/978-981-13-7403-6_11","volume-title":"Emerging Technology in Modelling and Graphics","author":"PC Sen","year":"2020","unstructured":"Sen, P.C., Hajra, M., Ghosh, M.: Supervised classification algorithms in machine learning: a survey and review. In: Mandal, J.K., Bhattacharya, D. (eds.) Emerging Technology in Modelling and Graphics. AISC, vol. 937, pp. 99\u2013111. Springer, Singapore (2020). https:\/\/doi.org\/10.1007\/978-981-13-7403-6_11"},{"key":"5_CR23","doi-asserted-by":"publisher","first-page":"459","DOI":"10.6000\/1927-5129.2017.13.76","volume":"13","author":"AA Soofi","year":"2017","unstructured":"Soofi, A.A., Awan, A.: Classification techniques in machine learning: applications and issues. J. Basic Appl. Sci. 13, 459\u2013465 (2017)","journal-title":"J. Basic Appl. Sci."},{"key":"5_CR24","unstructured":"Vitera, J., et al.: On the importance of digital transformation for SME-results from a survey among German SME. In: BIR Workshops, pp. 56\u201369 (2022)"},{"key":"5_CR25","doi-asserted-by":"publisher","unstructured":"Wagh, V., Khandve, S., Joshi, I., Wani, A., Kale, G., Joshi, R.: Comparative study of long document classification. In: TENCON 2021 - 2021 IEEE Region 10 Conference (TENCON), pp. 732\u2013737 (2021). https:\/\/doi.org\/10.1109\/TENCON54134.2021.9707465","DOI":"10.1109\/TENCON54134.2021.9707465"},{"key":"5_CR26","unstructured":"Wolf, T., et\u00a0al.: Transformers: state-of-the-art natural language processing. In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pp. 38\u201345 (2020)"}],"container-title":["Lecture Notes in Business Information Processing","Perspectives in Business Informatics Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-71333-0_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T19:04:08Z","timestamp":1725995048000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-71333-0_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031713323","9783031713330"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-71333-0_5","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"type":"print","value":"1865-1348"},{"type":"electronic","value":"1865-1356"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"11 September 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BIR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Business Informatics Research","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Prague","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Czech Republic","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"bir2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}