Skip to main content

Mining Process Execution and Outcomes – Position Paper

  • Conference paper
Business Process Management Workshops (BPM 2007)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 4928))

Included in the following conference series:

Abstract

Organizational processes in general and patient-care processes in particular, change over time. This may be in response to situations unpredicted by a predefined business process model (or clinical guideline), or as a result of new knowledge which has not yet been incorporated into the model. Process mining techniques enable capturing process changes, evaluating the gaps between the predefined model and the practiced process, and modifying the model accordingly. This position paper motivates the extension of process mining in order to capture not only deviations from the process model, but also the outcomes associated with them (e.g., patient improving or deteriorating). These should be taken into account when modifications to the process are made.

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 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
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. Peleg, M., et al.: Comparing Computer-Interpretable Guideline Models: A Case-Study Approach. J. Am. Med. Inform. Assoc. 10(1), 52–68 (2003)

    Article  Google Scholar 

  2. Garg, A.X., et al.: Effects of Computerized Clinical Decision Support Systems on Practitioner Performance and Patient Outcomes: A Systematic Review. JAMA 293(10), 1223–1238 (2005)

    Article  Google Scholar 

  3. van der Aalst, W.M.P., Dongen, B.F., Herbst, J.L., Maruster, L., Schimm, G., Weijters, A.J.M.M.: Workflow Mining: A Survey of Issues and Approaches. Data and Knowledge Engineering 47(2), 237–267 (2003)

    Article  Google Scholar 

  4. Reichert, M., Dadam, P.: ADEPT-flex: supporting dynamic changes of workflows without loosing control. JIIS 10(2), 93–129 (1998)

    Google Scholar 

  5. Miller, P.L.: Goal-directed critiquing by computer: ventilator management. Comput. Biomed. Res. 18(5), 422–438 (1985)

    Article  Google Scholar 

  6. Gertner, A.S.: Plan Recognition and Evaluation for On-line Critiquing. User Modeling and User-Adapted Interaction 7(2), 107–140 (1997)

    Article  Google Scholar 

  7. Advani, A., Goldstein, M., Shahar, Y., Musen, M.A.: Developing Quality Indicators and Auditing Protocols from Formal Guideline Models. In: AMIA Annual Symp., pp. 11–15 (2003)

    Google Scholar 

  8. Quaglini, S., et al.: Flexible Guideline-based Patient Careflow Systems. Artificial Intelligence in Medicine 22, 65–80 (2001)

    Article  Google Scholar 

  9. Peleg, M.: Guideline and Workflow Models. In: Greenes, R.A. (ed.) Clinical Decision Support - The Road Ahead, Elsevier/Academic Press (2006)

    Google Scholar 

  10. Peleg, M., Kantor, R.: Approaches for guideline versioning using GLIF. In: Proc. AMIA Symp., pp. 509–513 (2003)

    Google Scholar 

  11. Soffer, P., Wand, Y.: Goal-driven Analysis of Process Model Validity. In: Persson, A., Stirna, J. (eds.) CAiSE 2004. LNCS, vol. 3084, pp. 521–535. Springer, Heidelberg (2004)

    Google Scholar 

  12. Soffer, P., Wand, Y.: On the Notion of Soft Goals in Business Process Modeling. Business Process Management Journal 11(6), 663–679 (2005)

    Article  Google Scholar 

  13. Peterson, J.L.: Petri Net Theory and the Modeling of Systems. Prentice-Hall, Englewood Cliffs (1981)

    Google Scholar 

  14. Institute for Clinical Systems Improvement. Diagnosis and Treatment of Otitis Media in Children (2004)

    Google Scholar 

  15. Peleg, M., Tu, S., Mahindroo, A., Altman, R.: Modeling and Analyzing Biomedical. In: Processes using Workflow/Petri Net Models and Tools. MedInfo., pp. 74–78 (2004)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Arthur ter Hofstede Boualem Benatallah Hye-Young Paik

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Peleg, M., Soffer, P., Ghattas, J. (2008). Mining Process Execution and Outcomes – Position Paper. In: ter Hofstede, A., Benatallah, B., Paik, HY. (eds) Business Process Management Workshops. BPM 2007. Lecture Notes in Computer Science, vol 4928. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-78238-4_40

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-78238-4_40

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-78237-7

  • Online ISBN: 978-3-540-78238-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics