{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T10:05:24Z","timestamp":1777889124049,"version":"3.51.4"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031265068","type":"print"},{"value":"9783031265075","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"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":[[2023]]},"DOI":"10.1007\/978-3-031-26507-5_6","type":"book-chapter","created":{"date-parts":[[2023,3,27]],"date-time":"2023-03-27T01:15:28Z","timestamp":1679879728000},"page":"66-79","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Explainable Predictive Decision Mining for\u00a0Operational Support"],"prefix":"10.1007","author":[{"given":"Gyunam","family":"Park","sequence":"first","affiliation":[]},{"given":"Aaron","family":"K\u00fcsters","sequence":"additional","affiliation":[]},{"given":"Mara","family":"Tews","sequence":"additional","affiliation":[]},{"given":"Cameron","family":"Pitsch","sequence":"additional","affiliation":[]},{"given":"Jonathan","family":"Schneider","sequence":"additional","affiliation":[]},{"given":"Wil M. P.","family":"van der Aalst","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,3,19]]},"reference":[{"key":"6_CR1","unstructured":"Apley, D.W., Zhu, J.: Visualizing the effects of predictor variables in black box supervised learning models. CoRR arXiv:abs\/1612.08468 (2016)"},{"key":"6_CR2","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"444","DOI":"10.1007\/978-3-319-42887-1_36","volume-title":"Business Process Management Workshops","author":"E Bazhenova","year":"2016","unstructured":"Bazhenova, E., Weske, M.: Deriving decision models from process models by enhanced decision mining. In: Reichert, M., Reijers, H.A. (eds.) BPM 2015. LNBIP, vol. 256, pp. 444\u2013457. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-42887-1_36"},{"key":"6_CR3","unstructured":"Frosst, N., Hinton, G.E.: Distilling a neural network into a soft decision tree. CoRR arXiv:1711.09784 (2017)"},{"key":"6_CR4","doi-asserted-by":"crossref","unstructured":"Gilpin, L.H., Bau, D., Yuan, B.Z., Bajwa, A., Specter, M.A., Kagal, L.: Explaining explanations: An approach to evaluating interpretability of machine learning. CoRR arXiv:1806.00069 (2018)","DOI":"10.1109\/DSAA.2018.00018"},{"issue":"1","key":"6_CR5","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1080\/10618600.2014.907095","volume":"24","author":"A Goldstein","year":"2015","unstructured":"Goldstein, A., Kapelner, A., Bleich, J., Pitkin, E.: Peeking inside the black box: visualizing statistical learning with plots of individual conditional expectation. J. Comput. Graph. Stat. 24(1), 44\u201365 (2015)","journal-title":"J. Comput. Graph. Stat."},{"key":"6_CR6","doi-asserted-by":"crossref","unstructured":"Greenwell, B.M., Boehmke, B.C., McCarthy, A.J.: A simple and effective model-based variable importance measure. CoRR arXiv:1805.04755 (2018)","DOI":"10.32614\/CRAN.package.vip"},{"key":"6_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1007\/978-3-642-38697-8_17","volume-title":"Application and Theory of Petri Nets and Concurrency","author":"SJJ Leemans","year":"2013","unstructured":"Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Discovering block-structured process models from event logs - a constructive approach. In: Colom, J.-M., Desel, J. (eds.) PETRI NETS 2013. LNCS, vol. 7927, pp. 311\u2013329. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-38697-8_17"},{"key":"6_CR8","doi-asserted-by":"crossref","unstructured":"de Leoni, M., van der Aalst, W.M.P.: Data-aware process mining: discovering decisions in processes using alignments. In: Shin, S.Y., Maldonado, J.C. (eds.) 28th Annual ACM Symposium on Applied Computing, pp. 1454\u20131461. ACM (2013)","DOI":"10.1145\/2480362.2480633"},{"key":"6_CR9","unstructured":"Lundberg, S.: Shap library documentation. https:\/\/shap.readthedocs.io\/en\/latest\/index.html#. Accessed 05 Aug 2022"},{"key":"6_CR10","unstructured":"Lundberg, S.M., Lee, S.: A unified approach to interpreting model predictions. In: Guyon, I., et al. (eds.) NeurIPS 2017, pp. 4765\u20134774 (2017)"},{"key":"6_CR11","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1007\/978-3-319-39696-5_23","volume-title":"Advanced Information Systems Engineering","author":"F Mannhardt","year":"2016","unstructured":"Mannhardt, F., de Leoni, M., Reijers, H.A., van der Aalst, W.M.P.: Decision mining revisited - discovering overlapping rules. In: Nurcan, S., Soffer, P., Bajec, M., Eder, J. (eds.) CAiSE 2016. LNCS, vol. 9694, pp. 377\u2013392. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-39696-5_23"},{"key":"6_CR12","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1007\/978-3-030-79186-5_8","volume-title":"Enterprise, Business-Process and Information Systems Modeling","author":"G Park","year":"2021","unstructured":"Park, G., van der Aalst, W.M.P.: Towards reliable business process simulation: a framework to integrate ERP systems. In: Augusto, A., Gill, A., Nurcan, S., Reinhartz-Berger, I., Schmidt, R., Zdravkovic, J. (eds.) BPMDS\/EMMSAD -2021. LNBIP, vol. 421, pp. 112\u2013127. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-79186-5_8"},{"key":"6_CR13","doi-asserted-by":"publisher","unstructured":"Park, G., van der Aalst, W.M.P.: Action-oriented process mining: bridging the gap between insights and actions. Prog. Artif. Intell. (2022). https:\/\/doi.org\/10.1007\/s13748-022-00281-7","DOI":"10.1007\/s13748-022-00281-7"},{"key":"6_CR14","doi-asserted-by":"crossref","unstructured":"Ribeiro, M.T., Singh, S., Guestrin, C.: \u201cwhy should I trust you?\": explaining the predictions of any classifier. In: Krishnapuram, B., Shah, M., Smola, A.J., Aggarwal, C.C., Shen, D., Rastogi, R. (eds.) 22nd SIGKDD, pp. 1135\u20131144. ACM (2016)","DOI":"10.1145\/2939672.2939778"},{"key":"6_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"420","DOI":"10.1007\/11841760_33","volume-title":"Business Process Management","author":"A Rozinat","year":"2006","unstructured":"Rozinat, A., van der Aalst, W.M.P.: Decision mining in ProM. In: Dustdar, S., Fiadeiro, J.L., Sheth, A.P. (eds.) BPM 2006. LNCS, vol. 4102, pp. 420\u2013425. Springer, Heidelberg (2006). https:\/\/doi.org\/10.1007\/11841760_33"},{"issue":"3","key":"6_CR16","doi-asserted-by":"publisher","first-page":"660","DOI":"10.1109\/21.97458","volume":"21","author":"SR Safavian","year":"1991","unstructured":"Safavian, S.R., Landgrebe, D.A.: A survey of decision tree classifier methodology. IEEE Trans. Syst. Man Cybern. 21(3), 660\u2013674 (1991)","journal-title":"IEEE Trans. Syst. Man Cybern."}],"container-title":["Lecture Notes in Computer Science","Service-Oriented Computing \u2013 ICSOC 2022 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-26507-5_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T01:56:51Z","timestamp":1729130211000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-26507-5_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"ISBN":["9783031265068","9783031265075"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-26507-5_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]},"assertion":[{"value":"19 March 2023","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICSOC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Service-Oriented Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Seville","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","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":"29 November 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 December 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icsoc2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/icsoc2022.spilab.es\/","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":"67","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":"43","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":"64% - 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":"4","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":"4","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)"}}]}}