Process mining reloaded: Event structures as a unified representation of process models and event logs

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 9115, Issue , 2015, Pages 33-48

  Dumas, Marlon ^a   García Bañuelos, Luciano ^a  

^a UNIVERSITY OF TARTU   (Estonia)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATION; MINING; PETRI NETS;

AUTOMATED PROCESS; BUSINESS PROCESS; CONFORMANCE CHECKING; EVENT LOGS; EVENT STRUCTURES; IN-PROCESS; PROCESS MINING; PROCESS MODEL;

DATA MINING;

EID: 84937458383     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-19488-2_2     Document Type: Conference Paper

References (31)

1. van der Aalst, W.: Process Mining: Discovery, Conformance and Enhancement of Business Processes. Springer (2011)
2. van der Aalst, W., et al.: Process mining manifesto. In: Daniel, F., Barkaoui, K., Dustdar, S. (eds.) BPM 2011 Workshops, Part I. LNBIP, vol. 99, pp. 169–194. Springer, Heidelberg (2012)
3. Object Management Group: Business Process Model and Notation (BPMN) Version 2.0. Technical report, Object Management Group Final Adopted Specification (2011). http://www.omg.org/spec/BPMN/2.0/
4. Nielsen, M., Plotkin, G.D., Winskel, G.: Petri Nets, Event Structures and Domains, Part I. Theoretical Computer Science 13, 85–108 (1981)
5. Maggi, F.M., Di Francescomarino, C., Dumas, M., Ghidini, C.: Predictive monitoring of business processes. In: Jarke, M., Mylopoulos, J., Quix, C., Rolland, C., Manolopoulos, Y., Mouratidis, H., Horkoff, J. (eds.) CAiSE 2014. LNCS, vol. 8484, pp. 457–472. Springer, Heidelberg (2014)
6. Bose, R.J.C., van der Aalst, W.M., Zliobaite, I., Pechenizkiy, M.: Dealing with concept drifts in process mining. IEEE Transactions on Neural Networks and Learning Systems 25(1), 154–171 (2014)
7. Folino, F., Greco, G., Guzzo, A., Pontieri, L.: Mining usage scenarios in business processes: Outlier-aware discovery and run-time prediction. Data Knowl. Eng. 70(12), 1005–1029 (2011)
8. van der Aalst, W.M.P., Weijters, T., Maruster, L.: Workflow mining: discovering process models from event logs. IEEE TKDE 16(9), 1128–1142 (2004)
9. Weijters, A.J.M.M., Ribeiro, J.T.S.: Flexible heuristics miner (FHM). In: CIDM, pp. 310–317. IEEE (2011)
10. van der Werf, J.M.E.M., van Dongen, B.F., Hurkens, C.A.J., Serebrenik, A.: Process discovery using integer linear programming. Fundam. Inform. 94(3–4), 387–412 (2009)
11. Carmona, J., Cortadella, J., Kishinevsky, M.: New region-based algorithms for deriving bounded petri nets. IEEE Trans. Computers 59(3), 371–384 (2010)
12. Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Discovering block-structured process models from event logs - a constructive approach. In: Colom, J.-M., Desel, J. (eds.) PETRI NETS 2013. LNCS, vol. 7927, pp. 311–329. Springer, Heidelberg (2013)
13. Weerdt, J.D., Backer, M.D., Vanthienen, J., Baesens, B.: A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs. Inf. Syst. 37(7), 654–676 (2012)
14. Reijers, H., Mendling, J.: A study into the factors that influence the understandability of business process models. IEEE T. Syst. Man Cy. A 41(3), 449–462 (2011)
15. Rozinat, A.: Process Mining Conformance and Extension. PhD thesis, Technische Universiteit Eindhoven (2010)
16. Adriansyah, A., van Dongen, B., van der Aalst, W.: Conformance checking using cost-based fitness analysis. In: EDOC, pp. 55–64. IEEE (2011)
17. Fahland, D., van der Aalst, W.P.: Model repair - aligning process models to reality. Inf. Syst. 47, 220–243 (2015)
18. Nguyen, H., Dumas, M., La Rosa, M., Maggi, F.M., Suriadi, S.: Mining business process deviance: a quest for accuracy. In: Meersman, R., Panetto, H., Dillon, T., Missikoff, M., Liu, L., Pastor, O., Cuzzocrea, A., Sellis, T. (eds.) OTM 2014. LNCS, vol. 8841, pp. 436–445. Springer, Heidelberg (2014)
19. Suriadi, S., Wynn, M.T., Ouyang, C., ter Hofstede, A.H.M., van Dijk, N.J.: Understanding process behaviours in a large insurance company in australia: a case study. In: Salinesi, C., Norrie, M.C., Pastor, ´ O. (eds.) CAiSE 2013. LNCS, vol. 7908, pp. 449–464. Springer, Heidelberg (2013)
20. Lakshmanan, G.T., Rozsnyai, S., Wang, F.: Investigating clinical care pathways correlated with outcomes. In: Daniel, F., Wang, J., Weber, B. (eds.) BPM 2013. LNCS, vol. 8094, pp. 323–338. Springer, Heidelberg (2013)
21. Bose, R.P.J.C., van der Aalst, W.M.P.: Abstractions in process mining: a taxonomy of patterns. In: Dayal, U., Eder, J., Koehler, J., Reijers, H.A. (eds.) BPM 2009. LNCS, vol. 5701, pp. 159–175. Springer, Heidelberg (2009)
22. Lo, D., Cheng, H., Han, J., Khoo, S.C., Sun, C.: Classification of software behaviors for failure detection: a discriminative pattern mining approach. In: KDD, pp. 557–566. ACM (2009)
23. Carmona, J., Gavalda, R.: Online techniques for dealing with concept drift in process mining. In: Hollmen, J., Klawonn, F., Tucker, A. (eds.) IDA 2012. LNCS, vol. 7619, pp. 90–102. Springer, Heidelberg (2012)
24. Esparza, J., Romer, S., Vogler, W.: An improvement of mcmillan’s unfolding algorithm. Formal Methods in System Design 20(3), 285–310 (2002)
25. Armas-Cervantes, A., Baldan, P., Dumas, M., Garcia-Banuelos, L.: Behavioral comparison of process models based on canonically reduced event structures. In: Sadiq, S., Soffer, P., Volzer, H. (eds.) BPM 2014. LNCS, vol. 8659, pp. 267–282. Springer, Heidelberg (2014)
26. van Beest, N., Dumas, M., Garcia-Banuelos, L., La Rosa, M.: Log delta analysis: Interpretable differencing of business process event logs. Eprint no. 83018. Queensland University of Technology (2015)
27. Cook, J.E., Wolf, A.L.: Event-based detection of concurrency. In: FSE, pp. 35–45. ACM (1998)
28. Armas-Cervantes, A., Baldan, P., Dumas, M., Garcia-Banuelos, L.: Bp-diff: a tool for behavioral comparison of business process models. In: Limonad, L., Weber, B. (eds.) Proceedings of the BPM Demo Sessions 2014 Co-located with the 12th International Conference on Business Process Management (BPM 2014). CEUR Workshop Proceedings, vol. 1295, pp. 1–6. CEUR-WS.org (2014)
29. Baldan, P., Corradini, A., Montanari, U.: Contextual Petri Nets, Asymmetric Event Structures, and Processes. Information and Computation 171, 1–49 (2001)
30. Fahland, D., van der Aalst, W.M.P.: Simplifying discovered process models in a controlled manner. Inf. Syst. 38(4), 585–605 (2013)
31. van Dongen, B.F., Desel, J., van der Aalst, W.M.P.: Aggregating causal runs into workflow nets. T. Petri Nets and Other Models of Concurrency 6, 334–363 (2012)