Evolutionary computation based discovery of hierarchical business process models

Lecture Notes in Business Information Processing

Volumn 208, Issue , 2015, Pages 191-204

  Molka, Thomas ^a,b   Redlich, David ^a   Gilani, Wasif ^a   Zeng, Xiao Jun ^b   Drobek, Marc ^a  

^a SAP UK Ltd   (United Kingdom)

^b UNIVERSITY OF MANCHESTER   (United Kingdom)

Author keywords

Business process management; Evolutionary algorithms; Process mining

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; ENTERPRISE RESOURCE MANAGEMENT; INFORMATION SYSTEMS; PETRI NETS;

BUSINESS PROCESS; BUSINESS PROCESS MANAGEMENT; BUSINESS PROCESS MODEL; EXTRACT MODELS; OUTDATED INFORMATION; PROCESS DISCOVERY; PROCESS MINING; STRUCTURED MODEL;

EVOLUTIONARY ALGORITHMS;

EID: 84946416169     PISSN: 18651348     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-319-19027-3_16     Document Type: Conference Paper

References (17)

1. van der Aalst, W.M.P.: Process Mining: Discovery, Conformance and Enhancement of Business Processes. Springer, Heidelberg (2011)
2. van der Aalst, W.M.P., et al.: Process mining manifesto. In: BPM 2011 International Workshops (2011)
3. van der Aalst, W.M.P., Weijters, A., Maruster, L.: Workflow mining: discovering process models from event logs. IEEE Trans. Knowl. Data Eng. 16(9), 1128–1142 (2004)
4. Weijters, A.J.M.M., Ribeiro, J.T.S.: Flexible heuristics miner (FHM). In: IEEE Symposium on Computational Intelligence and Data Mining (CIDM) (2011)
5. Alves De Medeiros, A.K., Weijters, A.J.M.M., van der Aalst, W.M.P.: Genetic process mining: an experimental evaluation. Data Min. Knowl. Disc. 14(2), 245–304 (2007)
6. Allweyer, T.: BPMN 2.0 - Introduction to the standard for business process modeling. In: BoD (2010)
7. van der Aalst, W.M.P.: Process mining discovering and improving spaghetti and lasagna processes. In: Chawla, N., King, I., Sperduti, A. (eds.) Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, pp. 13–20 (2011)
8. Molka, T., Redlich, D., Drobek, M., Caetano, A., Zeng, X.-J., Gilani, W.: Conformance checking for BPMN-based process models. In: Proceedings of the 29th Annual ACM Symposium on Applied Computing (2014)
9. Rechenberg, I.: Evolutionsstrategie. Optimierung technischer Systeme nach den Prinzipien der biologischen Evolution, Frommann-Holzboog (1973)
10. van Dongen, B.F., Alves de Medeiros, A.K., Wen, L.: Process mining: overview and outlook of petri net discovery algorithms. In: Jensen, K., van der Aalst, W.M.P. (eds.) Transactions on Petri Nets and Other Models of Concurrency II. LNCS, vol. 5460, pp. 225–242. Springer, Heidelberg (2009)
11. Vanhatalo, J., Völzer, H., Koehler, J.: The refined process structure tree. In: Dumas, M., Reichert, M., Shan, M.-C. (eds.) BPM 2008. LNCS, vol. 5240, pp. 100–115. Springer, Heidelberg (2008)
12. Buijs, J.C.A.M., Van Dongen, B.F., van der Aalst, W.M.P.: A genetic algorithm for discovering process trees. In: 2012 IEEE Congress on Evolutionary Computation (2012)
13. van der Aalst, W.M.P., van Dongen, B.F.: ProM: the process mining toolkit. Ind. Eng. 489, 1–4 (2009)
14. Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Discovering block-structured process models from event logs containing infrequent behaviour. In: Business Process Management Workshops (2013)
15. van der Aalst, W.M.P., Adriansyah, A., van Dongen, B.F.: Replaying history on process models for conformance checking and performance analysis. WIREs data mining and knowledge discovery 2(2), 182–192 (2012)
16. Galushka, M., Gilani, W.: DrugFusion - retrieval knowledge management for prediction of adverse drug events. In: Abramowicz, W., Kokkinaki, A. (eds.) BIS 2014. LNBIP, vol. 176, pp. 13–24. Springer, Heidelberg (2014)
17. De Weerdt, J., De Backer, M., 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)