{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T10:04:57Z","timestamp":1777889097984,"version":"3.51.4"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319396958","type":"print"},{"value":"9783319396965","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"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":[[2016]]},"DOI":"10.1007\/978-3-319-39696-5_23","type":"book-chapter","created":{"date-parts":[[2016,5,20]],"date-time":"2016-05-20T15:37:48Z","timestamp":1463758668000},"page":"377-392","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":42,"title":["Decision Mining Revisited - Discovering Overlapping Rules"],"prefix":"10.1007","author":[{"given":"Felix","family":"Mannhardt","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Massimiliano","family":"de Leoni","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hajo A.","family":"Reijers","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wil M. P.","family":"van der Aalst","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,5,21]]},"reference":[{"key":"23_CR1","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-19345-3","volume-title":"Process Mining - Discovery, Conformance and Enhancement of Business Processes","author":"WMP van der Aalst","year":"2011","unstructured":"van der Aalst, W.M.P.: Process Mining - Discovery, Conformance and Enhancement of Business Processes. Springer, Heidelberg (2011)"},{"key":"23_CR2","unstructured":"Object Management Group (OMG): Decision Model And Notation (DMN) Version 1.0, formal\/2015-09-01 (2015)"},{"key":"23_CR3","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)"},{"key":"23_CR4","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: SAC 2013, pp. 1454\u20131461. ACM (2013)","DOI":"10.1145\/2480362.2480633"},{"issue":"4","key":"23_CR5","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1007\/s00607-015-0441-1","volume":"98","author":"F Mannhardt","year":"2016","unstructured":"Mannhardt, F., de Leoni, M., Reijers, H.A., van der Aalst, W.M.P.: Balanced multi-perspective checking of process conformance. Computing 98(4), 407\u2013437 (2016)","journal-title":"Computing"},{"issue":"3","key":"23_CR6","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1016\/j.compind.2003.10.007","volume":"53","author":"D Grigori","year":"2004","unstructured":"Grigori, D., Casati, F., Castellanos, M., Dayal, U., Sayal, M., Shan, M.C.: Business process intelligence. Comput. Ind. 53(3), 321\u2013343 (2004)","journal-title":"Comput. Ind."},{"key":"23_CR7","volume-title":"C4.5: Programs for Machine Learning","author":"JR Quinlan","year":"1993","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers Inc., San Francisco (1993)"},{"issue":"4","key":"23_CR8","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1016\/S0957-4174(02)00074-X","volume":"23","author":"D Rosca","year":"2002","unstructured":"Rosca, D., Wild, C.: Towards a flexible deployment of business rules. Expert Syst. Appl. 23(4), 385\u2013394 (2002)","journal-title":"Expert Syst. Appl."},{"key":"23_CR9","doi-asserted-by":"crossref","unstructured":"Bose, R.P.J.C., Mans, R.S., van der Aalst, W.M.P.: Wanna improve process mining results? In: IEEE Symposium on Computational Intelligence and Data Mining, pp. 127\u2013134 (2013)","DOI":"10.1109\/CIDM.2013.6597227"},{"key":"23_CR10","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511526558","volume-title":"Free Choice Petri Nets","author":"J Desel","year":"1995","unstructured":"Desel, J., Esparza, J.: Free Choice Petri Nets. Cambridge University Press, New York (1995)"},{"issue":"2","key":"23_CR11","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1002\/widm.1045","volume":"2","author":"WMP van der Aalst","year":"2012","unstructured":"van der Aalst, W.M.P., Adriansyah, A., van Dongen, B.F.: Replaying history on process models for conformance checking and performance analysis. Wiley Interdiscip. Rev. Data Min. Knowl. Discov. 2(2), 182\u2013192 (2012)","journal-title":"Wiley Interdiscip. Rev. Data Min. Knowl. Discov."},{"key":"23_CR12","doi-asserted-by":"crossref","unstructured":"Mannhardt, F., de Leoni, M., Reijers, H.A., van der Aalst, W.M.P.: Measuring the precision of multi-perspective process models. In: Business Process Management Workshops - BPM 2015 (2015, to appear)","DOI":"10.1007\/978-3-319-42887-1_10"},{"key":"23_CR13","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1007\/978-3-319-39696-5_23","volume-title":"Advanced Information Systems Engineering","author":"Felix Mannhardt","year":"2016","unstructured":"Mannhardt, F., de Leoni, M., Reijers, H.A., van der Aalst, W.M.P.: Decision mining revisited - discovering overlapping rules. Technical report, BPMcenter.org, BPM Center Report BPM-01-06 (2016)"},{"key":"23_CR14","unstructured":"Mannhardt, F., de Leoni, M., Reijers, H.A.: The multi-perspective process explorer. In: BPM Demo Session 2015, vol. 1418, pp. 130\u2013134. CEUR-WS.org (2015)"},{"key":"23_CR15","doi-asserted-by":"publisher","unstructured":"de\u00a0Leoni, M., Mannhardt, F.: Road traffic fine management process. Eindhoven University ofTechnology. Dataset (2015). doi:10.4121\/uuid:270fd440-1057-4fb9-89a9-b699b47990f5","DOI":"10.4121\/uuid:270fd440-1057-4fb9-89a9-b699b47990f5"},{"issue":"3","key":"23_CR16","doi-asserted-by":"publisher","first-page":"459","DOI":"10.1108\/14637151311319905","volume":"19","author":"W Jareevongpiboon","year":"2013","unstructured":"Jareevongpiboon, W., Janecek, P.: Ontological approach to enhance results of business process mining and analysis. Bus. Process. Manag. J. 19(3), 459\u2013476 (2013)","journal-title":"Bus. Process. Manag. J."},{"key":"23_CR17","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"198","DOI":"10.1007\/978-3-319-06257-0_16","volume-title":"Business Process Management Workshops","author":"S Catalkaya","year":"2014","unstructured":"Catalkaya, S., Knuplesch, D., Chiao, C., Reichert, M.: Enriching business process models with decision rules. In: Lohmann, N., Song, M., Wohed, P. (eds.) BPM 2013 Workshops. LNBIP, vol. 171, pp. 198\u2013211. Springer, Heidelberg (2014)"},{"key":"23_CR18","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1016\/j.dss.2013.10.009","volume":"59","author":"J Ghattas","year":"2014","unstructured":"Ghattas, J., Soffer, P., Peleg, M.: Improving business process decision making based on past experience. Decis. Support Syst. 59, 93\u2013107 (2014)","journal-title":"Decis. Support Syst."},{"key":"23_CR19","doi-asserted-by":"crossref","unstructured":"Bazhenova, E., Weske, M.: Deriving decision models from process models by enhanced decision mining. In: Business Process Management Workshops - BPM 2015 (2015, to appear)","DOI":"10.1007\/978-3-319-42887-1_36"},{"key":"23_CR20","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1007\/978-3-319-19270-3_5","volume-title":"Information Systems Engineering in Complex Environments","author":"R Dunkl","year":"2015","unstructured":"Dunkl, R., Rinderle-Ma, S., Grossmann, W., Anton Fr\u00f6schl, K.: A method for analyzing time series data in process mining: application and extension of decision point analysis. In: Nurcan, S., Pimenidis, E. (eds.) CAiSE Forum 2014. LNBIP, vol. 204, pp. 68\u201384. Springer, Heidelberg (2015)"},{"key":"23_CR21","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1007\/978-3-642-37057-1_9","volume-title":"Fundamental Approaches to Software Engineering","author":"M de Leoni","year":"2013","unstructured":"de Leoni, M., Dumas, M., Garc\u00eda-Ba\u00f1uelos, L.: Discovering branching conditions from business process execution logs. In: Cortellessa, V., Varr\u00f3, D. (eds.) FASE 2013 (ETAPS 2013). LNCS, vol. 7793, pp. 114\u2013129. Springer, Heidelberg (2013)"},{"issue":"9","key":"23_CR22","doi-asserted-by":"publisher","first-page":"1757","DOI":"10.1016\/j.patcog.2004.03.009","volume":"37","author":"MR Boutell","year":"2004","unstructured":"Boutell, M.R., Luo, J., Shen, X., Brown, C.M.: Learning multi-label scene classification. Pattern Recogn. 37(9), 1757\u20131771 (2004)","journal-title":"Pattern Recogn."},{"key":"23_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jdwm.2007070101","volume":"2007","author":"G Tsoumakas","year":"2007","unstructured":"Tsoumakas, G., Katakis, I.: Multi-label classification: an overview. Int. J. Data Warehouse. Min. 2007, 1\u201313 (2007)","journal-title":"Int. J. Data Warehouse. Min."},{"issue":"3","key":"23_CR24","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1007\/s10994-011-5256-5","volume":"85","author":"J Read","year":"2011","unstructured":"Read, J., Pfahringer, B., Holmes, G., Frank, E.: Classifier chains for multi-label classification. Mach. Learn. 85(3), 333\u2013359 (2011)","journal-title":"Mach. Learn."},{"issue":"2","key":"23_CR25","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1145\/170036.170072","volume":"22","author":"R Agrawal","year":"1993","unstructured":"Agrawal, R., Imieli\u0144ski, T., Swami, A.: Mining association rules between sets of items in large databases. SIGMOD Rec. 22(2), 207\u2013216 (1993)","journal-title":"SIGMOD Rec."}],"container-title":["Lecture Notes in Computer Science","Advanced Information Systems Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-39696-5_23","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,21]],"date-time":"2021-05-21T00:10:15Z","timestamp":1621555815000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-39696-5_23"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319396958","9783319396965"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-39696-5_23","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"21 May 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}