{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T06:47:30Z","timestamp":1773298050946,"version":"3.50.1"},"publisher-location":"Cham","reference-count":40,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319593357","type":"print"},{"value":"9783319593364","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"tdm","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":[[2017]]},"DOI":"10.1007\/978-3-319-59336-4_13","type":"book-chapter","created":{"date-parts":[[2017,5,27]],"date-time":"2017-05-27T00:53:39Z","timestamp":1495846419000},"page":"181-193","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["How to Make Process Model Matching Work Better? An Analysis of Current Similarity\u00a0Measures"],"prefix":"10.1007","author":[{"given":"Fakhra","family":"Jabeen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Henrik","family":"Leopold","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hajo A.","family":"Reijers","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,5,28]]},"reference":[{"issue":"2","key":"13_CR1","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1145\/2430545.2430547","volume":"22","author":"M La Rosa","year":"2013","unstructured":"La Rosa, M., Dumas, M., Uba, R., Dijkman, R.: Business process model merging: an approach to business process consolidation. ACM Trans. Softw. Eng. Methodol. 22(2), 11 (2013)","journal-title":"ACM Trans. Softw. Eng. Methodol."},{"key":"13_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1007\/978-3-642-21640-4_21","volume-title":"Advanced Information Systems Engineering","author":"M Weidlich","year":"2011","unstructured":"Weidlich, M., Mendling, J., Weske, M.: A foundational approach for managing process variability. In: Mouratidis, H., Rolland, C. (eds.) CAiSE 2011. LNCS, vol. 6741, pp. 267\u2013282. Springer, Heidelberg (2011). doi:10.1007\/978-3-642-21640-4_21"},{"issue":"1","key":"13_CR3","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/j.compind.2012.09.008","volume":"64","author":"T Jin","year":"2013","unstructured":"Jin, T., Wang, J., La Rosa, M., Ter Hofstede, A., Wen, L.: Efficient querying of large process model repositories. Comput. Ind. 64(1), 41\u201349 (2013)","journal-title":"Comput. Ind."},{"key":"13_CR4","doi-asserted-by":"crossref","unstructured":"Awad, A., Polyvyanyy, A., Weske, M.: Semantic querying of business process models. In: 12th International IEEE Enterprise Distributed Object Computing Conference EDOC 2008, pp. 85\u201394. IEEE (2008)","DOI":"10.1109\/EDOC.2008.11"},{"issue":"4","key":"13_CR5","doi-asserted-by":"publisher","first-page":"619","DOI":"10.1016\/j.is.2012.07.002","volume":"38","author":"M Dumas","year":"2013","unstructured":"Dumas, M., Garc\u00edA-Ba\u00f1Uelos, L., La Rosa, M., Uba, R.: Fast detection of exact clones in business process model repositories. Inf. Syst. 38(4), 619\u2013633 (2013)","journal-title":"Inf. Syst."},{"key":"13_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1007\/978-3-642-23059-2_20","volume-title":"Business Process Management","author":"R Uba","year":"2011","unstructured":"Uba, R., Dumas, M., Garc\u00eda-Ba\u00f1uelos, L., La Rosa, M.: Clone detection in repositories of business process models. In: Rinderle-Ma, S., Toumani, F., Wolf, K. (eds.) BPM 2011. LNCS, vol. 6896, pp. 248\u2013264. Springer, Heidelberg (2011). doi:10.1007\/978-3-642-23059-2_20"},{"key":"13_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"483","DOI":"10.1007\/978-3-642-13094-6_37","volume-title":"Advanced Information Systems Engineering","author":"M Weidlich","year":"2010","unstructured":"Weidlich, M., Dijkman, R., Mendling, J.: The ICoP framework: identification of correspondences between process models. In: Pernici, B. (ed.) CAiSE 2010. LNCS, vol. 6051, pp. 483\u2013498. Springer, Heidelberg (2010). doi:10.1007\/978-3-642-13094-6_37"},{"key":"13_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1007\/978-3-642-32885-5_25","volume-title":"Business Process Management","author":"H Leopold","year":"2012","unstructured":"Leopold, H., Niepert, M., Weidlich, M., Mendling, J., Dijkman, R., Stuckenschmidt, H.: Probabilistic optimization of semantic process model matching. In: Barros, A., Gal, A., Kindler, E. (eds.) BPM 2012. LNCS, vol. 7481, pp. 319\u2013334. Springer, Heidelberg (2012). doi:10.1007\/978-3-642-32885-5_25"},{"key":"13_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1007\/978-3-642-40176-3_17","volume-title":"Business Process Management","author":"C Klinkm\u00fcller","year":"2013","unstructured":"Klinkm\u00fcller, C., Weber, I., Mendling, J., Leopold, H., Ludwig, A.: Increasing recall of process model matching by improved activity label matching. In: Daniel, F., Wang, J., Weber, B. (eds.) BPM 2013. LNCS, vol. 8094, pp. 211\u2013218. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40176-3_17"},{"key":"13_CR10","unstructured":"Sonntag, A., Hake, P., Fettke, P., Loos, P.: An approach for semantic business process model matching using supervised machine learning. In: Resarch in Progress Papers, p. 47 (2016)"},{"key":"13_CR11","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1007\/978-3-319-06257-0_35","volume-title":"Business Process Management Workshops","author":"U Cayoglu","year":"2013","unstructured":"Cayoglu, U., et al.: Report: the process model matching contest 2013. In: Lohmann, N., Song, M., Wohed, P. (eds.) Business Process Management Workshops. Lecture Notes in Business Information Processing, vol. 171, pp. 442\u2013463. Springer, Cham (2013)"},{"key":"13_CR12","unstructured":"Antunes, G., Bakhshandeh, M., Borbinha, J., Cardoso, J., Dadashnia, S., Di Francescomarino, C., Dragoni, M., Fettke, P., Gal, A., Ghidini, C., et al.: The process model matching contest 2015. In: Proceedings of the 6th International Workshop on Enterprise Modelling and Information Systems Architectures (2015)"},{"key":"13_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1007\/978-3-642-40176-3_16","volume-title":"Business Process Management","author":"M Weidlich","year":"2013","unstructured":"Weidlich, M., Sagi, T., Leopold, H., Gal, A., Mendling, J.: Predicting the quality of process model matching. In: Daniel, F., Wang, J., Weber, B. (eds.) BPM 2013. LNCS, vol. 8094, pp. 203\u2013210. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40176-3_16"},{"issue":"1","key":"13_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2200\/S00337ED1V01Y201102DTM013","volume":"3","author":"A Gal","year":"2011","unstructured":"Gal, A.: Uncertain schema matching. Synth. Lect. Data Manage. 3(1), 1\u201397 (2011)","journal-title":"Synth. Lect. Data Manage."},{"key":"13_CR15","unstructured":"Ehrig, M., Koschmider, A., Oberweis, A.: Measuring similarity between semantic business process models. In: Proceedings of the Fourth Asia-Pacific Conference on Conceptual Modelling, pp. 71\u201380 (2007)"},{"key":"13_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"450","DOI":"10.1007\/978-3-540-69534-9_34","volume-title":"Advanced Information Systems Engineering","author":"B van Dongen","year":"2008","unstructured":"van Dongen, B., Dijkman, R., Mendling, J.: Measuring similarity between business process models. In: Bellahs\u00e8ne, Z., L\u00e9onard, M. (eds.) CAiSE 2008. LNCS, vol. 5074, pp. 450\u2013464. Springer, Heidelberg (2008). doi:10.1007\/978-3-540-69534-9_34"},{"key":"13_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1007\/978-3-642-03848-8_5","volume-title":"Business Process Management","author":"R Dijkman","year":"2009","unstructured":"Dijkman, R., Dumas, M., Garc\u00eda-Ba\u00f1uelos, L.: Graph matching algorithms for business process model similarity search. In: Dayal, U., Eder, J., Koehler, J., Reijers, H.A. (eds.) BPM 2009. LNCS, vol. 5701, pp. 48\u201363. Springer, Heidelberg (2009). doi:10.1007\/978-3-642-03848-8_5"},{"key":"13_CR18","doi-asserted-by":"crossref","unstructured":"Dijkman, R., Dumas, M., Garcia-Banuelos, L., Kaarik, R.: Aligning business process models. In: Enterprise Distributed Object Computing Conference, pp. 45\u201353. IEEE (2009)","DOI":"10.1109\/EDOC.2009.11"},{"issue":"2","key":"13_CR19","doi-asserted-by":"publisher","first-page":"498","DOI":"10.1016\/j.is.2010.09.006","volume":"36","author":"R Dijkman","year":"2011","unstructured":"Dijkman, R., Dumas, M., Van Dongen, B., Krik, R., Mendling, J.: Similarity of business process models: metrics and evaluation. Inf. Syst. 36(2), 498\u2013516 (2011)","journal-title":"Inf. Syst."},{"key":"13_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1007\/978-3-642-16934-2_8","volume-title":"On the Move to Meaningful Internet Systems: OTM 2010","author":"Z Yan","year":"2010","unstructured":"Yan, Z., Dijkman, R., Grefen, P.: Fast business process similarity search with feature-based similarity estimation. In: Meersman, R., Dillon, T., Herrero, P. (eds.) OTM 2010. LNCS, vol. 6426, pp. 60\u201377. Springer, Heidelberg (2010). doi:10.1007\/978-3-642-16934-2_8"},{"issue":"2","key":"13_CR21","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1016\/j.compind.2011.11.002","volume":"63","author":"M Niemann","year":"2012","unstructured":"Niemann, M., Siebenhaar, M., Schulte, S., Steinmetz, R.: Comparison and retrieval of process models using related cluster pairs. Comput. Ind. 63(2), 168\u2013180 (2012)","journal-title":"Comput. Ind."},{"key":"13_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1007\/978-3-319-10172-9_6","volume-title":"Business Process Management","author":"C Klinkm\u00fcller","year":"2014","unstructured":"Klinkm\u00fcller, C., Leopold, H., Weber, I., Mendling, J., Ludwig, A.: Listen to me: improving process model matching through user feedback. In: Sadiq, S., Soffer, P., V\u00f6lzer, H. (eds.) BPM 2014. LNCS, vol. 8659, pp. 84\u2013100. Springer, Cham (2014). doi:10.1007\/978-3-319-10172-9_6"},{"key":"13_CR23","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1007\/978-3-319-08222-6_8","volume-title":"Asia Pacific Business Process Management","author":"K Liu","year":"2014","unstructured":"Liu, K., Yan, Z., Wang, Y., Wen, L., Wang, J.: Efficient syntactic process difference detection using flexible feature matching. In: Ouyang, C., Jung, J.-Y. (eds.) AP-BPM 2014. LNBIP, vol. 181, pp. 103\u2013116. Springer, Cham (2014). doi:10.1007\/978-3-319-08222-6_8"},{"issue":"4","key":"13_CR24","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1108\/BPMJ-07-2013-0085","volume":"20","author":"J Fengel","year":"2014","unstructured":"Fengel, J.: Semantic technologies for aligning heterogeneous business process models. Bus. Process Manage. J. 20(4), 549\u2013570 (2014)","journal-title":"Bus. Process Manage. J."},{"key":"13_CR25","series-title":"Proceedings of the I-ESA Conferences","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1007\/978-3-319-04948-9_4","volume-title":"Enterprise Interoperability VI","author":"J Ling","year":"2014","unstructured":"Ling, J., Zhang, L., Feng, Q.: Business process model alignment: an approach to support fast discovering complex matches. In: Mertins, K., B\u00e9naben, F., Poler, R., Bourri\u00e9res, J.P. (eds.) Enterprise Interoperability VI. Proceedings of the I-ESA Conferences, vol. 7, pp. 41\u201351. Springer, Cham (2014)"},{"key":"13_CR26","unstructured":"Makni, L., Haddar, N.Z., Ben-Abdallah, H.: Business process model matching: an approach based on semantics and structure. In: 12th International Joint Conference on e-Business and Telecommunications (ICETE), vol. 2, pp. 64\u201371 (2015)"},{"key":"13_CR27","doi-asserted-by":"crossref","unstructured":"Sebu, M.L.: Merging business processes for a common workflow in an organizational collaborative scenario. In: Control and Computing, System Theory, pp. 134\u2013139 (2015)","DOI":"10.1109\/ICSTCC.2015.7321282"},{"key":"13_CR28","doi-asserted-by":"crossref","unstructured":"Belhoul, Y., Haddad, M., Duch\u00eane, E., Kheddouci, H.: String comparators based algorithms for process model matchmaking. In: Ninth International Conference on Services Computing, pp. 649\u2013656. IEEE (2012)","DOI":"10.1109\/SCC.2012.69"},{"key":"13_CR29","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1007\/978-3-642-30359-3_4","volume-title":"Bus. Inf. Syst.","author":"BG Humm","year":"2012","unstructured":"Humm, B.G., Fengel, J.: Semantics-based business process model similarity. In: Abramowicz, W., Kriksciuniene, D., Sakalauskas, V. (eds.) Bus. Inf. Syst. Lecture Notes in Business Information Processing, vol. 117, pp. 36\u201347. Springer, Heidelberg (2012)"},{"key":"13_CR30","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"130","DOI":"10.1007\/978-3-642-41924-9_12","volume-title":"Conceptual Modeling","author":"M Weidlich","year":"2013","unstructured":"Weidlich, M., Sheetrit, E., Branco, M.C., Gal, A.: Matching business process models using positional passage-based language models. In: Ng, W., Storey, V.C., Trujillo, J.C. (eds.) ER 2013. LNCS, vol. 8217, pp. 130\u2013137. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-41924-9_12"},{"key":"13_CR31","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1007\/11914853_15","volume-title":"On the Move to Meaningful Internet Systems 2006: CoopIS, DOA, GADA, and ODBASE","author":"JC Corrales","year":"2006","unstructured":"Corrales, J.C., Grigori, D., Bouzeghoub, M.: BPEL processes matchmaking for service discovery. In: Meersman, R., Tari, Z. (eds.) OTM 2006. LNCS, vol. 4275, pp. 237\u2013254. Springer, Heidelberg (2006). doi:10.1007\/11914853_15"},{"key":"13_CR32","doi-asserted-by":"crossref","unstructured":"Koschmider, A., Oberweis, A.: How to detect semantic business process model variants? In: Proceedings of the 2007 ACM Symposium on Applied Computing, pp. 1263\u20131264 (2007)","DOI":"10.1145\/1244002.1244274"},{"key":"13_CR33","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"586","DOI":"10.1007\/978-3-642-36285-9_59","volume-title":"Business Process Management Workshops","author":"F Pittke","year":"2013","unstructured":"Pittke, F., Leopold, H., Mendling, J., Tamm, G.: Enabling reuse of process models through the detection of similar process parts. In: La Rosa, M., Soffer, P. (eds.) Business Process Management Workshops. Lecture Notes in Business Information Processing, vol. 132, pp. 586\u2013597. Springer, Heidelberg (2013)"},{"key":"13_CR34","doi-asserted-by":"crossref","unstructured":"Sebu, M.L.: Similarity of Business Process Models in a Modular Design. In: Applied Computational Intelligence and Informatics, pp. 31\u201336. IEEE (2016)","DOI":"10.1109\/SACI.2016.7507383"},{"issue":"11","key":"13_CR35","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1145\/219717.219748","volume":"38","author":"GA Miller","year":"1995","unstructured":"Miller, G.A.: Wordnet: a lexical database for english. Commun. ACM 38(11), 39\u201341 (1995)","journal-title":"Commun. ACM"},{"key":"13_CR36","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"945","DOI":"10.1007\/11562214_82","volume-title":"Natural Language Processing \u2013 IJCNLP 2005","author":"SN Kim","year":"2005","unstructured":"Kim, S.N., Baldwin, T.: Automatic interpretation of noun compounds using wordnet similarity. In: Dale, R., Wong, K.-F., Su, J., Kwong, O.Y. (eds.) IJCNLP 2005. LNCS, vol. 3651, pp. 945\u2013956. Springer, Heidelberg (2005). doi:10.1007\/11562214_82"},{"key":"13_CR37","doi-asserted-by":"crossref","unstructured":"Kim, S.N., Baldwin, T.: Interpreting semantic relations in noun compounds via verb semantics. In: Proceedings of the COLING\/ACL on Main Conference Poster Sessions, pp. 491\u2013498. Association for Computational Linguistics (2006)","DOI":"10.3115\/1273073.1273137"},{"issue":"2014","key":"13_CR38","first-page":"1","volume":"49","author":"E Bruni","year":"2014","unstructured":"Bruni, E., Tran, N.K., Baroni, M.: Multimodal distributional semantics. J. Artif. Intell. Res. (JAIR) 49(2014), 1\u201347 (2014)","journal-title":"J. Artif. Intell. Res. (JAIR)"},{"key":"13_CR39","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1007\/978-3-319-19069-3_25","volume-title":"Advanced Information Systems Engineering","author":"H Leopold","year":"2015","unstructured":"Leopold, H., Meilicke, C., Fellmann, M., Pittke, F., Stuckenschmidt, H., Mendling, J.: Towards the automated annotation of process models. In: Zdravkovic, J., Kirikova, M., Johannesson, P. (eds.) CAiSE 2015. LNCS, vol. 9097, pp. 401\u2013416. Springer, Cham (2015). doi:10.1007\/978-3-319-19069-3_25"},{"key":"13_CR40","doi-asserted-by":"crossref","unstructured":"Kietz, J.U., Volz, R., Maedche, A.: Extracting a domain-specific ontology from a corporate intranet. In: Proceedings of the 2nd Workshop on Learning Language in Logic and the 4th Conference on Computational Natural Language Learning, vol. 7, pp. 167\u2013175. Association for Computational Linguistics (2000)","DOI":"10.3115\/1117601.1117644"}],"container-title":["Lecture Notes in Business Information Processing","Business Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-59336-4_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,12]],"date-time":"2024-03-12T13:35:57Z","timestamp":1710250557000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-59336-4_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319593357","9783319593364"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-59336-4_13","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"value":"1865-1348","type":"print"},{"value":"1865-1356","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"28 May 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Business Information Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poznan","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 June 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2017","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":"bis2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}