Genetic process mining: A basic approach and its challenges

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

Volumn 3812 LNCS, Issue , 2005, Pages 203-215

  De Medeiros, A K Alves ^a   Weijters, A J M M ^a   Van Der Aalst, W M P ^a  

^a EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Genetic algorithms; Genetic mining; Petri nets; Process mining; Workflow Petri nets

Indexed keywords

GENETIC ALGORITHMS; PETRI NETS; PROCESS CONTROL; ROBUSTNESS (CONTROL SYSTEMS);

GENETIC MINING; PROCESS MINING; WORKFLOW PETRI NETS;

DATA MINING;

EID: 33745132429     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: None     Document Type: Conference Paper

References (11)

1. W.M.P. van der Aalst, B.F. van Dongen, J. Herbst, L. Maruster, G. Schimm, and A.J.M.M. Weijters. Workflow Mining: A Survey of Issues and Approaches. Data and Knowledge Engineering, 47(2):237-267, 2003.
2. W.M.P. van der Aalst, A.J.M.M. Weijters, and L. Maruster. Workflow Mining: Discovering Process Models from Event Logs. IEEE Transactions on Knowledge and Data Engineering, 16(9):1128-1142, 2004.
3. R. Agrawal, D. Gunopulos, and F. Leymann. Mining Process Models from Workflow Logs. In Sixth International Conference on Extending Database Technology, pages 469-483, 1998.
4. J.E. Cook and A.L. Wolf. Discovering Models of Software Processes from Event-Based Data. ACM Transactions on Software Engineering and Methodology, 7(3):215-249, 1998.
5. J. Desel and J. Esparza. Free Choice Petri Nets, volume 40 of Cambridge Tracts in Theoretical Computer Science. Cambridge University Press, Cambridge, UK, 1995.
6. A.E. Eiben and J.E. Smith. Introduction to Evolutionary Computing. Natural Computing. Springer-Verlag, Berlin, 2003.
7. J. Herbst. A Machine Learning Approach to Workflow Management. In Proceedings 11th European Conference on Machine Learning, volume 1810 of Lecture Notes in Computer Science, pages 183-194. Springer-Verlag, Berlin, 2000.
8. A.K.A. de Medeiros, W.M.P. van der Aalst, and A.J.M.M. Weijters. Workflow Mining: Current Status and Future Directions. In R. Meersman, Z. Tari, and D.C. Schmidt, editors, On The Move to Meaningful Internet Systems 2003: CoopIS, DOA, and ODBASE, volume 2888 of Lecture Notes in Computer Science, pages 389-406. Springer-Verlag, Berlin, 2003.
9. A.K.A. de Medeiros, A.J.M.M. Weijters, and W.M.P. van der Aalst. Using Genetic Algorithms to Mine Process Models: Representation, Operators and Results. BETA Working Paper Series, WP 124, Eindhoven University of Technology, Eindhoven, 2004.
10. T. Murata. Petri Nets: Properties, Analysis and Applications. Proceedings of the IEEE, 77(4):541-580, April 1989.
11. A.J.M.M. Weijters and W.M.P. van der Aalst. Rediscovering Workfiow Models from Event-Based Data using Little Thumb. Integrated Computer-Aided Engineering, 10(2):151-162, 2003.