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Towards Robust Conformance Checking

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Part of the book series: Lecture Notes in Business Information Processing ((LNBIP,volume 66))

Summary

The growing complexity of processes in many organizations stimulates the adoption of business process management (BPM) techniques. Process models typically lie at the basis of these techniques and generally, the assumption is made that the operational business processes as they are taking place in practice conform to these models. However, recent experience has shown that this often isn’t the case. Therefore, the problem of checking to what extent the operational process conforms to the process model is increasingly important.

In this paper, we present a robust approach to get insights into the conformance of an operational process to a given process model. We use logs that carry information about which activities have being performed, in which order and we compare these logs to an abstract model. We do not only provide several different conformance metrics, but we show an efficient implementation for the calculation of these metrics.

Our approach has been implemented in the ProM framework, evaluated using simulated event logs and compared against an existing conformance technique based on Petri nets.

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References

  1. Dechter, R., Pearl, J.: Generalized Best-first Search Strategies and the Optimality of A*. Journal of the ACM (JACM) 32(3), 505–536 (1985)

    Article  MathSciNet  MATH  Google Scholar 

  2. Goedertier, S., Martens, D., Vanthienen, J., Baesens, B.: Robust Process Discovery with Artificial Negative Events. The Journal of Machine Learning Research 10, 1305–1340 (2009)

    MathSciNet  MATH  Google Scholar 

  3. Gunther, C.W.: Process Mining in Flexible Environments. PhD thesis, Eindhoven University of Technology, Eindhoven (2009)

    Google Scholar 

  4. Hart, P.E., Nilsson, N.J., Raphael, B.: A Formal Basis for the Heuristic Determination of Minimum Cost Paths in Graphs. IEEE Trans. Syst. Sci. and Cybernetics SSC-4(2), 100–107 (1968)

    Article  Google Scholar 

  5. Hofstede, A.H.M., van der Aalst, W.M.P., Adams, M., Russell, N.: Modern Business Process Automation. Springer, Heidelberg (2010)

    Book  Google Scholar 

  6. Kurt, J., Kristensen, L.M., Wells, L.: Coloured Petri Nets and CPN Tools for modelling and validation of concurrent systems. International Journal on Software Tools for Technology Transfer (STTT) 9(3-4), 213–254 (2007)

    Article  Google Scholar 

  7. Muñoz-Gama, J., Carmona, J.: A fresh look at precision in process conformance. In: Hull, R., Mendling, J., Tai, S. (eds.) BPM 2010. LNCS, vol. 6336, pp. 211–226. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  8. Pesic, M.: Constraint-Based Workflow Management Systems: Shifting Control to Users. PhD thesis, Eindhoven University of Technology, Eindhoven (2008)

    Google Scholar 

  9. Rozinat, A.: Process Mining: Conformance and Extension. PhD thesis, Eindhoven University of Technology, Eindhoven (2010)

    Google Scholar 

  10. Rozinat, A., de Jong, I.S.M., Gunther, C.W., van der Aalst, W.M.P.: Conformance Analysis of ASML’s Test Process. In: Sadiq, S., Indulska, M., zur Muehlen, M., Dubois, E., Johannesson, P. (eds.) Proceedings of the Second International Workshop on Governance, Risk and Compliance (GRCIS 2009), vol. 459, pp. 1–15 (2009), CEUR-WS.org

  11. Rozinat, A., de Medeiros, A.K.A., Günther, C.W., Weijters, A.J.M.M.T., van der Aalst, W.M.P.: The Need for a Process Mining Evaluation Framework in Research and Practice. In: ter Hofstede, A.H.M., Benatallah, B., Paik, H.-Y. (eds.) BPM Workshops 2007. LNCS, vol. 4928, pp. 84–89. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  12. Russel, S., Norvig, P.: Artificial Intelligence: A Modern Approach, 1st edn. Prentice Hall, Englewood Cliffs (1995)

    MATH  Google Scholar 

  13. van der Aalst, W.M.P.: Formalization and Verification of Event-driven Process Chains. Information and Software Technology 41(10), 639–650 (1999)

    Article  Google Scholar 

  14. van der Aalst, W.M.P., van Hee, K.M., van der Werf, J.M., Verdonk, M.: Auditing 2.0: Using Process Mining to Support Tomorrow’s Auditor. Computer 43, 90–93 (2010)

    Article  Google Scholar 

  15. van Dongen, B.F., Adriansyah, A.: Process Mining: Fuzzy Clustering and Performance Visualization. In: Business Process Management Workshops, vol. 43, pp. 158–169. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  16. Weijters, A.J.M.M., van der Aalst, W.M.P., Alves de Medeiros, A.K.: Process Mining with the Heuristics Miner-algorithm. Technical report, Eindhoven University of Technology, Eindhoven, BETA Working Paper Series, WP 166 (2006)

    Google Scholar 

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© 2011 Springer-Verlag Berlin Heidelberg

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Adriansyah, A., van Dongen, B.F., van der Aalst, W.M.P. (2011). Towards Robust Conformance Checking. In: zur Muehlen, M., Su, J. (eds) Business Process Management Workshops. BPM 2010. Lecture Notes in Business Information Processing, vol 66. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20511-8_11

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  • DOI: https://doi.org/10.1007/978-3-642-20511-8_11

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-20510-1

  • Online ISBN: 978-3-642-20511-8

  • eBook Packages: Computer ScienceComputer Science (R0)

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