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2024 | OriginalPaper | Buchkapitel

A Model-Driven Engineering Perspective for the Object-Centric Event Data (OCED) Metamodel

verfasst von : Daniel Calegari, Andrea Delgado

Erschienen in: Business Process Management Workshops

Verlag: Springer Nature Switzerland

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Abstract

Object-centric process mining has been proposed as a practical solution for dealing with the multiple views from which a process can be analyzed regarding its relation with organizational data (i.e., objects). The Object-Centric Event Data (OCED) metamodel was recently proposed as a data exchange standard for object-centric process mining. As far as we know, the metamodel has yet to be studied from a Model-Driven Engineering (MDE) perspective. This paper provides an Ecore-based representation of the OCED metamodel and explores its capabilities from an MDE perspective. We also study how the Business Process and Organizational Data Integrated Metamodel (BPODIM), i.e., a proposal for integrating process and organizational data, can be aligned with OCED providing fruitful information for OCED improvement.

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Vorheriges Kapitel Addressing Convergence, Divergence, and Deficiency Issues

Nächstes Kapitel Predictive Analytics for Object-Centric Processes: Do Graph Neural Networks Really Help?

OCED Standard. https://www.tf-pm.org/resources/oced-standard.

Eclipse Modeling Framework (EMF). https://www.eclipse.org/modeling/emf/.

ATL Transformation Language. https://www.eclipse.org/atl/.

Acceleo. https://www.eclipse.org/acceleo/.

MetaModelAgent. www.metamodelagent.com.

BPODIM. https://gitlab.fing.edu.uy/open-coal/bpodim.

van der Aalst, W.M.P.: Process Mining - Data Science in Action, 2nd edn. Springer, Cham (2016)CrossRef

Aalst, W.M.P.: Object-centric process mining: dealing with divergence and convergence in event data. In: Ölveczky, P.C., Salaün, G. (eds.) SEFM 2019. LNCS, vol. 11724, pp. 3–25. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-30446-1_1CrossRef

Adams, J.N., van der Aalst, W.M.P.: Oc\(\pi \): object-centric process insights. In: Bernardinello, L., Petrucci, L. (eds.) Application and Theory of Petri Nets and Concurrency. Lecture Notes in Computer Science, vol. 13288, pp. 139–150. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-06653-5_8CrossRef

Berti, A., van der Aalst, W.M.P.: OC-PM: analyzing object-centric event logs and process models. Int. J. Softw. Tools Technol. Transf. 25(1), 1–17 (2023)CrossRef

Betancor, F., Pérez, F., Marotta, A., Delgado, A.: Business process and organizational data quality model (BPODQM) for integrated process and data mining. In: Paiva, A.C.R., Cavalli, A.R., Ventura Martins, P., Pérez-Castillo, R. (eds.) QUATIC 2021. CCIS, vol. 1439, pp. 431–445. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-85347-1_31CrossRef

Claes, J., Poels, G.: Merging event logs for process mining: a rule based merging method and rule suggestion algorithm. Expert Syst. Appl. 41(16), 7291–7306 (2014)CrossRef

COAL: OCED: A meta model. https://gitlab.fing.edu.uy/open-coal/oced/

Daniel, G., Sunyé, G., Cabot, J.: Scalable queries and model transformations with the Mogwaï Tool. In: Rensink, A., Sánchez Cuadrado, J. (eds.) ICMT 2018. LNCS, vol. 10888, pp. 175–183. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-93317-7_9CrossRef

Delgado, A., Calegari, D.: Towards a unified vision of business process and organizational data. In: XLVI Latin American Computing Conference (CLEI), pp. 108–117. IEEE (2020)

10.

Delgado, A., Calegari, D.: Process and organizational data integration from BPMS and Relational/NOSQL sources for process mining. In: Proceedings of the 17th International Conference on Software Technologies, ICSOFT, pp. 557–566. SCITEPRESS (2022)

11.

Delgado, A., Calegari, D., Marotta, A., González, L., Tansini, L.: A methodology for organizational data science towards evidence-based process improvement. In: Fill, H.G., van Sinderen, M., Maciaszek, L.A. (eds.) Software Technologies. Communications in Computer and Information Science, vol. 1622, pp. 41–66. Springer, Cham (2021). https://doi.org/10.1007/978-3-031-11513-4_3CrossRef

12.

Ghahfarokhi, A.F., Park, G., Berti, A., van der Aalst, W.M.P.: OCEL: a standard for object-centric event logs. In: Bellatreche, L., et al. (eds.) ADBIS 2021. CCIS, vol. 1450, pp. 169–175. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-85082-1_16CrossRef

13.

Goossens, A., Smedt, J.D., Vanthienen, J., van der Aalst, W.M.P.: Enhancing data-awareness of object-centric event logs. In: Montali, M., Senderovich, A., Weidlich, M. (eds.) Process Mining Workshops. Lecture Notes in Business Information Processing, vol. 468, pp. 18–30. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-27815-0_2CrossRef

14.

IEEE: IEEE standard for extensible event stream (XES) for achieving interoperability in event logs and event streams. IEEE Std. 1849–2016, pp. 1–50 (2016)

15.

Kent, S.: Model driven engineering. In: Butler, M., Petre, L., Sere, K. (eds.) IFM 2002. LNCS, vol. 2335, pp. 286–298. Springer, Heidelberg (2002). https://doi.org/10.1007/3-540-47884-1_16CrossRef

16.

Lano, K., Rahimi, S.K.: Model transformation specification and design. Adv. Comput. 85, 123–163 (2012)CrossRef

17.

Li, G., de Murillas, E.G.L., de Carvalho, R.M., van der Aalst, W.M.P.: Extracting object-centric event logs to support process mining on databases. In: Mendling, J., Mouratidis, H. (eds.) CAiSE 2018. LNBIP, vol. 317, pp. 182–199. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-92901-9_16CrossRef

18.

de Murillas, E.G.L., Reijers, H.A., van der Aalst, W.M.P.: Connecting databases with process mining: a meta model and toolset. SoSym 18(2), 1209–1247 (2019)

19.

Rebmann, A., Rehse, J., van der Aa, H.: Uncovering object-centric data in classical event logs for the automated transformation from XES to OCEL. In: Di Ciccio, C., Dijkman, R., del Rio Ortega, A., Rinderle-Ma, S. (eds.) Business Process Management. Lecture Notes in Computer Science, vol. 13420, pp. 379–396. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-16103-2_25CrossRef

20.

Tsoury, A., Soffer, P., Reinhartz-Berger, I.: A conceptual framework for supporting deep exploration of business process behavior. In: Trujillo, J.C., et al. (eds.) ER 2018. LNCS, vol. 11157, pp. 58–71. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-00847-5_6CrossRef

21.

Wynn, M.T., et al.: Rethinking the input for process mining: insights from the XES survey and workshop. In: Munoz-Gama, J., Lu, X. (eds.) ICPM 2021. LNBIP, vol. 433, pp. 3–16. Springer, Cham (2022). https://doi.org/10.1007/978-3-030-98581-3_1CrossRef

Titel: A Model-Driven Engineering Perspective for the Object-Centric Event Data (OCED) Metamodel
verfasst von: Daniel Calegari
Andrea Delgado
Verlag: Springer Nature Switzerland
Buch: Business Process Management Workshops
Print ISBN: 978-3-031-50973-5

Electronic ISBN: 978-3-031-50974-2

Copyright-Jahr: 2024
DOI: https://doi.org/10.1007/978-3-031-50974-2_38

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