Skip to main content

Process Mining: Extending α-Algorithm to Mine Duplicate Tasks in Process Logs

  • Conference paper
Advances in Web and Network Technologies, and Information Management (APWeb 2007, WAIM 2007)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 4537))

Abstract

Process mining is a new technology which can distill workflow models from a set of real executions. However, the present research in process mining still meets many challenges. The problem of duplicate tasks is one of them, which refers to the situation that the same task can appear multiple times in one workflow model. The “α-algorithm” is proved to mine sound Structured Workflow nets without task duplication. In this paper, basing on the “α-algorithm”, a new algorithm (the “α*-algorithm”) is presented to deal with duplicate tasks and has been implemented in a research prototype. In eight scenarios, the “α*-algorithm” is evaluated experimentally to show its validity.

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 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
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. van der Aalst, W.M.P., Desel, J., Oberweis, A. (ed.): Business Process Management: Models, Techniques, and Empirical Studies. LNCS, vol. 1806. Springer, Heidelberg (2000)

    Google Scholar 

  2. van der Aalst, W.M.P.: The Application of Petri Nets to Workflow Management. The Journal of Circuits, Systems and Computers 8(1), 21–66 (1998)

    Article  Google Scholar 

  3. Agrawal, R., Gunopulos, D., Leymann, F.: Mining process models from workflow logs. In: Proceedings of the Sixth International Conference on Extending Database Technology, pp. 469–483 (1998)

    Google Scholar 

  4. Cook, J.E., Wolf, A.L.: Event-Based Detection of Concurrency. In: Proceedings of the Sixth International Symposium on the Foundations of Software Engineering (FSE-6), pp. 35–45 (1998)

    Google Scholar 

  5. Herbst, J., Karagiannis, D.: Integrating Machine Learning and Workflow Management to Support Acquisition and Adaptation of Workflow Models. International Journal of Intelligent Systems in Accounting, Finance and Management 9, 67–92 (2000)

    Article  Google Scholar 

  6. Herbst, J.: Dealing with Concurrency in Workflow Induction. European Concurrent Engineering Conference, SCS Europe (2000)

    Google Scholar 

  7. Jablonski, S., Bussler, C.: Workflow Management: Modeling Concepts, Architecture, and Implementation. International Thomson Computer Press (1996)

    Google Scholar 

  8. de Medeiros, A.K.A., van Dongen, B.F., van der Aalst, W.M.P., Weijters, A.J.M.M.: Process Mining: Extending the “α-algorithm” to Mine Short Loops. BETA Working Paper Series, WP 113, Eindhoven University of Technology, Eindhoven (2004)

    Google Scholar 

  9. de Medeiros, A.K.A., van der Aalst, W.M.P., Weijters, A.J.M.M.: Workflow Mining: Current Status and Future Directions. In: Meersman, R., Tari, Z., Schmidt, D.C. (eds.) CoopIS 2003, DOA 2003, and ODBASE 2003. LNCS, vol. 2888, pp. 389–406. Springer, Heidelberg (2003)

    Google Scholar 

  10. Weijters, A.J.M.M., van der Aalst, W.M.P.: Process Mining: Discovering Workflow Models from Event-Based Data. In: Proceedings of the 13th Belgium-Netherlands Conference on Artificial Intelligence, pp. 283–290. Springer, Heidelberg (2001)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Kevin Chen-Chuan Chang Wei Wang Lei Chen Clarence A. Ellis Ching-Hsien Hsu Ah Chung Tsoi Haixun Wang

Rights and permissions

Reprints and permissions

Copyright information

© 2007 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Li, J., Liu, D., Yang, B. (2007). Process Mining: Extending α-Algorithm to Mine Duplicate Tasks in Process Logs. In: Chang, K.CC., et al. Advances in Web and Network Technologies, and Information Management. APWeb WAIM 2007 2007. Lecture Notes in Computer Science, vol 4537. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72909-9_43

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-72909-9_43

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-72908-2

  • Online ISBN: 978-3-540-72909-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics