Abstract
Process mining is not restricted to process discovery and also includes conformance checking, i.e., checking whether observed behavior recorded in the event log matches modeled behavior. Many organizations have descriptive or normative models that do not adequately describe the actual processes. Therefore, a variety of techniques for conformance checking have been proposed. However, all of these techniques focus on the control-flow and abstract from data and resources. This paper describes an approach that aligns event log and model while taking all perspectives into account (i.e., also data and resources). This way it is possible to quantify conformance and analyze differences between model and reality. The approach has been implemented in ProM and evaluated using a variety of model-log combinations.
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van der Aalst, W.M.P.: Process Mining - Discovery, Conformance and Enhancement of Business Processes. Springer (2011)
van der Aalst, W., Adriansyah, A., van Dongen, B.: Replaying history on process models for conformance checking and performance analysis. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 2(2), 182–192 (2012)
Rozinat, A., van der Aalst, W.: Conformance Checking of Processes Based on Monitoring Real Behavior. Information Systems 33, 64–95 (2008)
Manyika, J., Chui, M., Brown, B., Bughin, J., Dobbs, R., Roxburgh, C., Byers, A.H.: Big data: The next frontier for innovation, competition, and productivity. Technical report, McKinsey Global Institute (MGI) (May 2011)
van der Aalst, W., Adriansyah, A., de Medeiros, A.K.A., Arcieri, F., Baier, T., Blickle, T., Bose, J.C., van den Brand, P., Brandtjen, R., Buijs, J., Burattin, A., Carmona, J., Castellanos, M., Claes, J., Cook, J., Costantini, N., Curbera, F., Damiani, E., de Leoni, M., Delias, P., van Dongen, B.F., Dumas, M., Dustdar, S., Fahland, D., Ferreira, D.R., Gaaloul, W., van Geffen, F., Goel, S., Günther, C., Guzzo, A., Harmon, P., ter Hofstede, A., Hoogland, J., Ingvaldsen, J.E., Kato, K., Kuhn, R., Kumar, A., La Rosa, M., Maggi, F., Malerba, D., Mans, R.S., Manuel, A., McCreesh, M., Mello, P., Mendling, J., Montali, M., Motahari-Nezhad, H.R., zur Muehlen, M., Munoz-Gama, J., Pontieri, L., Ribeiro, J., Rozinat, A., Seguel Pérez, H., Seguel Pérez, R., Sepúlveda, M., Sinur, J., Soffer, P., Song, M., Sperduti, A., Stilo, G., Stoel, C., Swenson, K., Talamo, M., Tan, W., Turner, C., Vanthienen, J., Varvaressos, G., Verbeek, E., Verdonk, M., Vigo, R., Wang, J., Weber, B., Weidlich, M., Weijters, T., Wen, L., Westergaard, M., Wynn, M.: Process Mining Manifesto. In: Daniel, F., Barkaoui, K., Dustdar, S. (eds.) BPM Workshops 2011, Part I. LNBIP, vol. 99, pp. 169–194. Springer, Heidelberg (2012)
Weijters, A., van der Aalst, W., de Medeiros, A.A.: Process Mining with the Heuristics Miner-algorithm. Technical report, Eindhoven University of Technology, Eindhoven, BETA Working Paper Series, WP 166 (2006)
de Medeiros, A.A., Weijters, A., van der Aalst, W.: Genetic Process Mining: an Experimental Evaluation. Data Mining and Knowledge Discovery 14, 245–304 (2007)
Adriansyah, A., van Dongen, B.F., van der Aalst, W.M.P.: Towards Robust Conformance Checking. In: Muehlen, M.z., Su, J. (eds.) BPM 2010 Workshops. LNBIP, vol. 66, pp. 122–133. Springer, Heidelberg (2011)
Weidlich, M., Polyvyanyy, A., Desai, N., Mendling, J.: Process Compliance Measurement Based on Behavioural Profiles. In: Pernici, B. (ed.) CAiSE 2010. LNCS, vol. 6051, pp. 499–514. Springer, Heidelberg (2010)
Rozinat, A., Veloso, M., van der Aalst, W.: Using hidden markov models to evaluate the quality of discovered process models. Technical report, BPM Center Report BPM-08-10 (2008)
Cook, J., Wolf, A.: Software Process Validation: Quantitatively Measuring the Correspondence of a Process to a Model. ACM Transactions on Software Engineering and Methodology (TOSEM) 8, 147–176 (1999)
Adriansyah, A., van Dongen, B., van der Aalst, W.: Conformance Checking Using Cost-Based Fitness Analysis. In: IEEE International Enterprise Distributed Object Computing Conference, pp. 55–64. IEEE Computer Society (2011)
Dechter, R., Pearl, J.: Generalized best-first search strategies and the optimality of A*. Journal of the ACM (JACM) 32, 505–536 (1985)
Verbeek, H.M.W., Buijs, J.C.A.M., van Dongen, B.F., van der Aalst, W.M.P.: XES, XESame, and ProM 6. In: Soffer, P., Proper, E. (eds.) CAiSE Forum 2010. LNBIP, vol. 72, pp. 60–75. Springer, Heidelberg (2011)
van der Aalst, W.M.P., van Hee, K., van der Werf, J.M.E.M., Verdonk, M.: Auditing 2.0: Using Process Mining to Support Tomorrow’s Auditor. IEEE Computer 43(3), 90–93 (2010)
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de Leoni, M., van der Aalst, W.M.P., van Dongen, B.F. (2012). Data- and Resource-Aware Conformance Checking of Business Processes. In: Abramowicz, W., Kriksciuniene, D., Sakalauskas, V. (eds) Business Information Systems. BIS 2012. Lecture Notes in Business Information Processing, vol 117. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30359-3_5
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DOI: https://doi.org/10.1007/978-3-642-30359-3_5
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