A critical evaluation study of model-log metrics in process discovery

Lecture Notes in Business Information Processing

Volumn 66 LNBIP, Issue , 2011, Pages 158-169

  De Weerdt, Jochen ^a   De Backer, Manu ^a,b,c   Vanthienen, Jan ^a   Baesens, Bart ^a  

^a UNIVERSITY OF LEUVEN   (Belgium)

^b GHENT UNIVERSITY   (Belgium)

^c UNIVERSITY OF ANTWERP   (Belgium)

Author keywords

evaluation metrics; machine learning; process discovery

Indexed keywords

CONTROL-FLOW; CRITICAL EVALUATION; EVALUATION FRAMEWORK; EVALUATION METRICS; IN-PROCESS; MACHINE-LEARNING; PROCESS DISCOVERY; PROCESS MINING; SUBDOMAIN;

ENTERPRISE RESOURCE MANAGEMENT;

EID: 79957506648     PISSN: 18651348     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-20511-8_14     Document Type: Conference Paper

References (12)

1. Tan, P.N., Steinbach, M., Kumar, V.: Introduction to Data Mining. Addison-Wesley, Reading (2005)
2. Weske, M.: Business Process Management: Concepts, Languages, Architectures. Springer, Heidelberg (2007)
3. Rozinat, A., Veloso, M., van der Aalst, W.M.P.: Using hidden markov models to evaluate the quality of discovered process models. BPM Center Report BPM-08-10 (2008)
4. Weijters, A.J.M.M., van der Aalst, W.M.P., Alves de Medeiros, A.K.: Process mining with the heuristicsminer algorithm. BETA Working Paper Series 166. Eindhoven University of Technology (2006)
5. Greco, G., Guzzo, A., Pontieri, L., Saccà, D.: Discovering expressive process models by clustering log traces. IEEE Trans. Knowl. Data Eng. 18(8), 1010-1027 (2006)
6. Rozinat, A., van der Aalst, W.M.P.: Conformance checking of processes based on monitoring real behavior. Information Systems 33(1), 64-95 (2008)
7. Alves de Medeiros, A.K.: Genetic Process Mining. PhD thesis, TU Eindhoven (2006)
8. Goedertier, S., Martens, D., Vanthienen, J., Baesens, B.: Robust process discovery with artificial negative events. Journal of Machine Learning Research 10, 1305-1340 (2009)
9. Alves de Medeiros, A.K., Weijters, A.J.M.M., van der Aalst, W.M.P.: Genetic process mining: an experimental evaluation. Data Mining and Knowledge Discovery 14(2), 245-304 (2007)
10. Ferreira, H., Ferreira, D.: An integrated life cycle for workflow management based on learning and planning. International Journal of Cooperative Information Systems 15(4), 485-505 (2006)
11. van der Aalst, W.M.P., Weijters, A.J.M.M., Maruster, L.: Workflow mining: Discovering process models from event logs. IEEE Trans. Knowl. Data Eng. 16(9), 1128-1142 (2004)
12. Rozinat, A., de Medeiros, A.K.A., Günther, C.W., Weijters, A.J.M.M., van der Aalst, W.M.P.: The need for a process mining evaluation framework in research and practice. In: Business Process Management Workshops, pp. 84-89 (2007)