Skip to main content

Generating Synthetic Process Model Collections with Properties of Labeled Real-Life Models

  • Conference paper
Asia Pacific Business Process Management (AP-BPM 2014)

Part of the book series: Lecture Notes in Business Information Processing ((LNBIP,volume 181))

Included in the following conference series:

Abstract

Nowadays, business process management plays an important role in the management of organizations. More and more organizations describe their operations as business processes. It is common for organizations to have collections of thousands of business processes, but due to privacy reasons, these collections are often not, or only partially, available to researchers. However, to test the scalability of techniques it is necessary to have collections the size of which is several orders of magnitude larger than the collections that are available. Therefore, this paper proposes a technique to generate such collections of process models based on the properties of real-life collections. Where existing techniques focus on the structure of the process models, the technique proposed in this paper also generates brief task labels. This allows BPM experimentation with process collections that have laboratory-set quantitative parameters and real-world qualitative characteristics.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 34.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 44.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Curran, T.A., Keller, G.: SAP R/3 Business Blueprint - Business Engineering mit den R/3-Referenzprozessen. Addison-Wesley, Bonn (1999)

    Google Scholar 

  2. Dijkman, R.M., Gfeller, B., Kster, J., Vlzer, H.: Identifying Refactoring Opportunities in Process Model Repositories. IST 53(9), 937–948 (2011)

    Google Scholar 

  3. Gao, X., Chen, Y., Ding, Z., et al.: Process Model Fragmentization, Clustering and Merging: An Empirical Study. In: BPM Workshops, Beijing, China (2013)

    Google Scholar 

  4. Kuramochi, M., Karypis, G.: Frequent Subgraph Discovery. In: ICDM (2001)

    Google Scholar 

  5. van Hee, K., La Rosa, M., Liu, Z., Sidorova, N.: Discovering characteristics of stochastic collections of process models. In: Rinderle-Ma, S., Toumani, F., Wolf, K. (eds.) BPM 2011. LNCS, vol. 6896, pp. 298–312. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  6. ter Hofstede, A.H.M., Ouyang, C., La Rosa, M., Song, L., Wang, J., Polyvyanyy, A.: APQL: A process-model query language. In: Song, M., Wynn, M.T., Liu, J. (eds.) AP-BPM 2013. LNBIP, vol. 159, pp. 23–38. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  7. La Rosa, M., Reijers, H.A., van der Aalst, W.M.P., Dijkman, R.M., Mendling, J., Dumas, M., Garcia-Banuelos, L.: APROMORE: An advanced process model repository. Expert Systems with Applications 38(6), 7029–7040 (2011)

    Article  Google Scholar 

  8. Li, J., Wen, L., Wang, J., Yan, Z.: Process Model Storage Solutions: Proposition and Evaluation. In: Song, M., Wynn, M.T., Liu, J. (eds.) AP-BPM 2013. LNBIP, vol. 159, pp. 56–66. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  9. Yan, Z., Dijkman, R.M., Grefen, P.W.P.J.: Business Process Model Repositories - Framework and Survey. Information and Software Technology 54(4), 380–395 (2012)

    Article  Google Scholar 

  10. Yan, Z., Dijkman, R.M., Grefen, P.W.P.J.: Fast Business Process Similarity Search. Distributed and Parallal Databases 30(2), 105–144 (2012)

    Article  Google Scholar 

  11. Yan, Z., Dijkman, R., Grefen, P.: FNet: An Index for Advanced Business Process Querying. In: Barros, A., Gal, A., Kindler, E. (eds.) BPM 2012. LNCS, vol. 7481, pp. 246–261. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer International Publishing Switzerland

About this paper

Cite this paper

Yan, Z., Dijkman, R., Grefen, P. (2014). Generating Synthetic Process Model Collections with Properties of Labeled Real-Life Models. In: Ouyang, C., Jung, JY. (eds) Asia Pacific Business Process Management. AP-BPM 2014. Lecture Notes in Business Information Processing, vol 181. Springer, Cham. https://doi.org/10.1007/978-3-319-08222-6_6

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-08222-6_6

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-08221-9

  • Online ISBN: 978-3-319-08222-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics