Skip to main content

Facilitating Experience Reuse: Towards a Task-Based Approach

  • Conference paper
Book cover Knowledge Science, Engineering and Management (KSEM 2010)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 6291))

  • 1440 Accesses

Abstract

This paper proposes a task-based approach to facilitate experience reuse in knowledge-intensive work environments, such as the domain of Technical Support. We first present a real-world motivating scenario, product technical support in a global IT enterprise, by studying of which key characteristics of the application domain and user requirements are drawn and analysed. We then develop the associated architecture for enabling the work experience reuse process to address the issues identified from the motivating scenario. Central to the approach is the task ontology that seamlessly integrates different components of the architecture. Work experience reuse amounts to the discovery and retrieval of task instances. In order to compare task instances, we introduce the dynamic weighted task similarity measure that is able to tuning similarity value against the dynamically changing task contextual information. A case study has been carried out to evaluate the proposed approach.

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. Bergmann, R.: Experience Management. LNCS (LNAI), vol. 2432. Springer, Heidelberg (2002)

    MATH  Google Scholar 

  2. Sun, Z., Finnie, G.: Experience Management In Knowledge Management. In: Khosla, R., Howlett, R.J., Jain, L.C. (eds.) KES 2005. LNCS (LNAI), vol. 3683, pp. 979–986. Springer, Heidelberg (2005)

    Google Scholar 

  3. Wiig, K.: People-Focused Knowledge Management. Elsevier, Burlington (2004)

    Google Scholar 

  4. Riss, U.V., Grebner, O., Du, Y.: Task Journals as Means to Describe Temporal Task Aspect for Reuse in Task Patterns. In: Proceedings of the Ninth European Conference on Knowledge Management, UK, pp. 721–729 (2008)

    Google Scholar 

  5. Du, Y., Riss, U.V., Chen, L., Ong, E., Taylor, P., Patterson, D., Wang, H.: Work Experience Reuse in Pattern Based Task Management. In: Proceedings of the 9th International Conference on Knowledge Management, I-KNOW 2009, Graz, Austria, pp. 149–158 (2009)

    Google Scholar 

  6. NEPOMUK Deliverable D3.1.: Task Management Model (2007), http://nepomuk.semanticdesktop.org/xwiki/bin/view/Main1/D3-1

  7. Tversky, A.: Feature of similarity. Psychological Review 84, 327–352 (1977)

    Article  Google Scholar 

  8. Tversky, A., Gati, I.: Studies of Similarity. In: Rosch, E., Lloyd, B. (eds.) Cognition and Categorization, pp. 79–98. Lawrence Erlbaum Associates, Hillsdale (1978)

    Google Scholar 

  9. Jaccard Similarity, http://www.dcs.shef.ac.uk/~sam/stringmetrics.html#jaccard

  10. Winograd, T.: Architectures for Context. Human-Computer Interaction 16, 401–419 (2001)

    Article  Google Scholar 

  11. Huang, H., Gartner, G.: Using Activity Theory to Identify Relevant Context Parameters. In: Garther, G., Rehrl, K. (eds.) Location Based Services and TeleCartography II. LNGC, p. 35. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  12. Basili, V.R., Caldiera, G., Dieter, R.: The Experience Factory. Encyclopedia of Software Engineering 2, 469–476 (1994)

    Google Scholar 

  13. Althoff, K.D., Decker, B., Hartkopf, S., Jedlitschka, A., Nick, M., Rech, J.: Experience Management: The Fraunhofer IESE Experience Factory. In: Proceedings of Industrial Data Mining Conference, Leipzig (2001)

    Google Scholar 

  14. Riss, U.V., Maus, H., Aalst, W.: Challenges for Business Process and Task Management. Journal of Universal Knowledge Management 0, 77–100 (2005)

    Google Scholar 

  15. Moody, P., Gruen, D., Muller, M.J., Tang, J., Moran, T.P.: Business activity patterns: A new model for collaborative business applications. IBM System Journal 45(4), 683–694 (2006)

    Article  Google Scholar 

  16. Holz, H., Rostanin, O., Dengel, A., Suzuki, T., Maeda, K., Kanasaki, K.: Task-based process know-how reuse and proactive information delivery in TaskNavigator. In: Proceedings of the 15th ACM International Conference on Information and Knowledge Management, pp. 522–531. ACM Press, New York (2006)

    Google Scholar 

  17. BrainFiler home page, http://brainbot.com/site3/produkte/brainfiler

  18. Shkundina, R., Schwarz, S.: A similarity measure for task contexts. In: Muñoz-Ávila, H., Ricci, F. (eds.) ICCBR 2005. LNCS (LNAI), vol. 3620, Springer, Heidelberg (2005)

    Google Scholar 

  19. Sauermann, L., Dengel, A., Elst, L., Lauer, A., Maus, H., Schwarz, S.: Personalization in the EPOS project. In: Proceedings of the Semantic Web Personalization Workshop at the ESWC Conference (2006)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Du, Y., Chen, L., Hu, B., Patterson, D., Wang, H. (2010). Facilitating Experience Reuse: Towards a Task-Based Approach. In: Bi, Y., Williams, MA. (eds) Knowledge Science, Engineering and Management. KSEM 2010. Lecture Notes in Computer Science(), vol 6291. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-15280-1_45

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-15280-1_45

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-15279-5

  • Online ISBN: 978-3-642-15280-1

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics