Abstract
Evaluating process mining algorithms would require the availability of a suite of real-world business processes and their execution logs, which hardly are available. In this paper we propose an approach for the random generation of business processes and their execution logs. The proposed approach is based on the generation of process descriptions via a stochastic context-free grammar whose definition is based on well-known process patterns. An algorithm for the generation of execution instances is also proposed. The implemented tools are publicly available.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Bergmann, G., Horváth, A., Ráth, I., Varró, D.: A Benchmark Evaluation of Incremental Pattern Matching in Graph Transformation. In: Ehrig, H., Heckel, R., Rozenberg, G., Taentzer, G. (eds.) ICGT 2008. LNCS, vol. 5214, pp. 396–410. Springer, Heidelberg (2008)
Bisgaard Lassen, K., van Der Aalst, W.M.P.: Complexity Metrics for Workflow Nets. Information and Software Technology 51(3), 610–626 (2009)
Burattin, A., Sperduti, A.: PLG: a Process Log Generator (2010), http://www.processmining.it/publications
van Dongen, B.F., de Medeiros, A.K.A., Verbeek, H.M.W., Weijters, A.J.M.M., van der Aalst, W.M.P.: The proM framework: A new era in process mining tool support. In: Ciardo, G., Darondeau, P. (eds.) ICATPN 2005. LNCS, vol. 3536, pp. 444–454. Springer, Heidelberg (2005)
van Hee, K.M., Liu, Z.: Generating Benchmarks by Random Stepwise Refinement of Petri Nets. In: Proceedings of Workshop APNOC/SUMo (2010)
Peterson, J.L.: Petri Nets. ACM Computing Surveys (CSUR) 9(3), 223–252 (1977)
Russell, N., Ter Hofstede, A.H.M., van Der Aalst, W.M.P., Mulyar, N.: Workflow control-flow patterns: A revised view. BPM Center Report BPM-06-22, BPMcenter. org (2006)
van Der Aalst, W.M.P., van Hee, K.M.: Workflow management: models, methods, and systems. The MIT press, Cambridge (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Burattin, A., Sperduti, A. (2011). PLG: A Framework for the Generation of Business Process Models and Their Execution Logs. In: zur Muehlen, M., Su, J. (eds) Business Process Management Workshops. BPM 2010. Lecture Notes in Business Information Processing, vol 66. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20511-8_20
Download citation
DOI: https://doi.org/10.1007/978-3-642-20511-8_20
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-20510-1
Online ISBN: 978-3-642-20511-8
eBook Packages: Computer ScienceComputer Science (R0)