Abstract
To work efficiently with and unlock the potentials of business process models, measuring their similarity is a basic requirement. Thus, many automatic similarity measurement approaches have been developed during the last years, which utilize very different aspects of a model. At the same time, it is unclear which measures can be meaningfully applied in which context and how they behave in general. Hence, this paper analyzes how the values of existing similarity measures correlate and how corresponding implementations perform with respect to their resource consumption. The results of our analysis show that the similarity values of most measures highly correlate while their performance prohibits the usage of more than 50% of the measures in practice.
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Notes
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Model set “Exams” is available in the model repository at http://rmm.dfki.de.
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A complete list of investigated publications can be retrieved from http://rmm.dfki.de/docs/BPM2016_ProcessModelSimAnalysis_LiteratureList.pdf.
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References
Akkiraju, R., Ivan, A.: Discovering business process similarities: an empirical study with SAP best practice business processes. In: Maglio, P.P., Weske, M., Yang, J., Fantinato, M. (eds.) ICSOC 2010. LNCS, vol. 6470, pp. 515–526. Springer, Heidelberg (2010). doi:10.1007/978-3-642-17358-5_35
Antunes, G., et al.: The process model matching contest 2015. In: 6th International Workshop on Enterprise Modeling and Information Systems Architectures, pp. 127–155 (2015)
Becker, J., Delfmann, P., Dietrich, H.A., Steinhorst, M., Eggert, M.: Business process compliance checking - applying and evaluating a generic pattern matching approach for conceptual models in the financial sector. Inf. Syst. Front. 18, 1–47 (2014)
Becker, M., Laue, R.: A comparative survey of business process similarity measures. Comput. Ind. 63(2), 148–167 (2012)
Brockmans, S., Ehrig, M., Koschmider, A., Oberweis, A., Studer, R.: Semantic alignment of business processes. In: 8th International Conference on Enterprise Information Systems, pp. 191–196 (2006)
Cayoglu, U., et al.: Report: the process model matching contest 2013. In: Lohmann, N., Song, M., Wohed, P. (eds.) BPM 2013. LNBIP, vol. 171, pp. 442–463. Springer, Cham (2014). doi:10.1007/978-3-319-06257-0_35
Dijkman, R., Dumas, M., García-Bañuelos, 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. 48–63. Springer, Heidelberg (2009). doi:10.1007/978-3-642-03848-8_5
Dijkman, R.M., van Dongen, B.F., Dumas, M., García-Bañuelos, L., Kunze, M., Leopold, H., Mendling, J., Uba, R., Weidlich, M., Weske, M., Yan, Z.: A short survey on process model similarity. In: Bubenko, J., Krogstie, J., Pastor, O., Pernici, B., Rolland, C., Sølvberg, A. (eds.) Seminal Contributions to Information Systems Engineering, pp. 421–427. Springer, Heidelberg (2013)
Dijkman, R.M., Dumas, M., van Dongen, B.F., Käärik, R., Mendling, J.: Similarity of business process models: metrics and evaluation. Inf. Syst. 36(2), 498–516 (2011)
Dongen, B., Dijkman, R., Mendling, J.: Measuring similarity between business process models. In: Bellahsène, Z., Léonard, M. (eds.) CAiSE 2008. LNCS, vol. 5074, pp. 450–464. Springer, Heidelberg (2008). doi:10.1007/978-3-540-69534-9_34
Fettke, P., Vella, A., Loos, P.: From measuring the quality of labels in process models to a discourse on process model quality: a case study. In: 45th Hawaii International International Conference on Systems Science, pp. 197–206 (2012)
Gerke, K., Cardoso, J., Claus, A.: Measuring the compliance of processes with reference models. In: Meersman, R., Dillon, T., Herrero, P. (eds.) OTM 2009. LNCS, vol. 5870, pp. 76–93. Springer, Heidelberg (2009). doi:10.1007/978-3-642-05148-7_8
Juntao, G., Li, Z., Wei, J.: Procuring requirements for ERP software based on semantic similarity. In: International Conference on Semantic Computing, pp. 61–70 (2007)
Kunze, M., Weidlich, M., Weske, M.: Behavioral similarity – a proper metric. In: Rinderle-Ma, S., Toumani, F., Wolf, K. (eds.) BPM 2011. LNCS, vol. 6896, pp. 166–181. Springer, Heidelberg (2011). doi:10.1007/978-3-642-23059-2_15
La Rosa, M., Dumas, M., Uba, R., Dijkman, R.M.: Merging business process models. In: On the Move to Meaningful Internet Systems, pp. 96–113 (2010)
La Rosa, M., Dumas, M., Uba, R., Dijkman, R.M.: Business process model merging: an approach to business process consolidation. ACM Trans. Softw. Eng. Methodol. 22(2), 11:1–11:42 (2013)
Minor, M., Tartakovski, A., Bergmann, R.: Representation and structure-based similarity assessment for agile workflows. In: Weber, R.O., Richter, M.M. (eds.) ICCBR 2007. LNCS (LNAI), vol. 4626, pp. 224–238. Springer, Heidelberg (2007). doi:10.1007/978-3-540-74141-1_16
Niesen, T., Houy, C.: Zur Nutzung von Techniken der Natürlichen Sprachverarbeitung für die Bestimmung von Prozessmodellähnlichkeiten – Review und Konzeptentwicklung. In: 12 Internationale Tagung Wirtschaftsinformatik, pp. 1829–1843 (2015)
Thaler, T., Dadashnia, S., Sonntag, A., Fettke, P., Loos, P.: The IWi process model corpus. Technical report, Institute for Information Systems (IWi) at the German Research Center for Artificial Intelligence (DFKI) (2015)
Thaler, T., Hake, P., Fettke, P., Loos, P.: Evaluating the evaluation of process matching techniques. In: Multikonferenz Wirtschaftsinformatik, pp. 1600–1612 (2014)
Vogelaar, J.J.C.L., Verbeek, H.M.W., Luka, B., Aalst, W.M.P.: Comparing business processes to determine the feasibility of configurable models: a case study. In: Daniel, F., Barkaoui, K., Dustdar, S. (eds.) BPM 2011. LNBIP, vol. 100, pp. 50–61. Springer, Heidelberg (2012). doi:10.1007/978-3-642-28115-0_6
Webster, J., Watson, R.T.: Analyzing the past to prepare for the future: writing a literature review. MIS Q. 26(2), xiii–xxiii (2002)
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. 60–77. Springer, Heidelberg (2010). doi:10.1007/978-3-642-16934-2_8
Zezula, P., Amato, G., Dohnal, V., Batko, M.: Similarity Search - The Metric Space Approach. Advances in Database Systems, vol. 32. Springer, New York (2006)
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Thaler, T., Schoknecht, A., Fettke, P., Oberweis, A., Laue, R. (2017). A Comparative Analysis of Business Process Model Similarity Measures. In: Dumas, M., Fantinato, M. (eds) Business Process Management Workshops. BPM 2016. Lecture Notes in Business Information Processing, vol 281. Springer, Cham. https://doi.org/10.1007/978-3-319-58457-7_23
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