Skip to main content

Experience Management with Case-Based Assistant Systems

  • Conference paper

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 4106))

Abstract

In this paper, we present a framework for Experience Management (EM) which is populated with case-based assistant systems for EM. The framework follows the building block model of Probst et al [28] which has been developed as a guidance for knowledge management activities. We taylor the building blocks for the special needs of EM and discuss for each building block the support and automation opportunities by case-based assistant systems based on sample systems from the literature. We take up a holistic point of view, i.e. we regard the psycho-social aspect in an own building block as well as the organizational aspect. The impacts of these efforts are investigated in a case study that has shown significantly increasing access ratios when following some psycho-social findings in the design and organization of a case-based EM system.

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

Buying options

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

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Aamodt, A., Plaza, E.: Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches. AI Communications 7(1), 39–59 (1994)

    Google Scholar 

  2. The agile manifest (2006) (last visited, February 2006), Internet: http://www.agilemanifesto.org

  3. Althoff, K.-D., Decker, B., Hartkopf, S., Jedlitschka, A., Nick, M., Rech, J.: Experience management: The fraunhofer iese experience factory. In: Perner, P. (ed.) Data Mining, Data Warehouse and Knowledge Management. Proc. Industrial Conference on Data Mining, Institut für Bildverarbeitung und angewandte Informatik IBai Report, Institute for Computer Vision and applied Computer Sciences, Leipzig, Germany, pp. 12–29 (2001)

    Google Scholar 

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

    Book  MATH  Google Scholar 

  5. Bergmann, R., Bree, S., Fayol, E., Göker, M., Manago, M., Schmitt, S., Schumacher, J., Stahl, A., Wess, S., Wilke, W.: Collecting experience on the systematic development of cbr applications using the inreca methodology. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488, pp. 460–470. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  6. Brüninghaus, S., Ashley, K.: The role of information extraction for textual cbr. In: Aha, D.W., Watson, I. (eds.) ICCBR 2001. LNCS (LNAI), vol. 2080, pp. 74–89. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

  7. Delany, S.J., Cunningham, P.: An analysis of case-base editing in a spam filtering system. In: Funk, P., González Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol. 3155, pp. 128–141. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  8. Fellbaum, C.: Wordnet: An Electronic Lexical Database. The MIT Press, Cambridge (1998)

    MATH  Google Scholar 

  9. Ferrario, M.A., Smyth, B.: Collaborative maintenance - a distributed, interactive case-base maintenance strategy. In: Blanzieri, E., Portinale, L. (eds.) EWCBR 2000. LNCS (LNAI), vol. 1898, pp. 393–405. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  10. Göker, M.H., Roth-Berghofer, T., Bergmann, R., Pantleon, T., Traphöner, R., Wess, S., Wilke, W.: The development of homer: A case-based cad/cam help-desk support tool. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488, pp. 346–357. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  11. Gupta, K.M., Aha, D.W.: Knowledge extraction for conversational case-based reasoning. In: Aha, D.W., Gupta, K.M., Pal, S.K. (eds.) Case-Based Reasoning in Knowledge Discovery and Data Mining. John Wiley & Sons (to appear, 2005)

    Google Scholar 

  12. Hanft, A., Minor, M.: A low-effort, collaborative maintenance model for textual cbr. In: Weber, R., Branting, K. (eds.) Workshop Proceedings of the 6th International Conference on Case-Based Reasoning, Chicago, Illinois, pp. 138–149. DePaul University (2005)

    Google Scholar 

  13. The ARPA-sponsored Knowledge Sharing Effort (2006) (last visited, February 2006), Internet: http://www.csee.umbc.edu/kse/

  14. Lenz, M., Hübner, A., Kunze, M.: Textual CBR. In: Lenz, M., Bartsch-Spörl, B., Burkhard, H.-D., Wess, S. (eds.) Case-Based Reasoning Technology. LNCS (LNAI), vol. 1400. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  15. Link everything online (2005) (last visited, September 2005), Internet: http://dict.leo.org/

  16. Meyer, B., Scholl, W.: A Comparison of Paradigmatic Views in Knowledge Management: An Empirical Case Study on Shortcomings in KM. In: Ferstl, O.K., Sinz, E.J., Eckert, S., Isselhorst, T. (eds.) Wirtschaftsinformatik 2005: eEconomy, eGovernment, eSociety, 7. Internationale Tagung Wirtschaftsinformatik 2005, Bamberg, 23.2.2005 - 25.2.2005, pp. 1003–1022. Physica-Verlag (2005)

    Google Scholar 

  17. Minor, M.: Assistant agents with personal ontologies. In: van Diggelen, J., Dignum, V., van Elst, L., Abecker, A. (eds.) Agent Mediated Knowledge Management Workshop, pp. 41–51. Universiteit Utrecht, Utrecht (2005)

    Google Scholar 

  18. Minor, M.: Introduction strategy and feedback from an experience management project. In: Althoff, K.-D., Dengel, A., Bergmann, R., Nick, M., Roth-Berghofer, T.R. (eds.) WM 2005. LNCS (LNAI), vol. 3782, pp. 284–292. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  19. Minor, M., Biermann, C.: Case acquisition and semantic cross-linking for case-based experience management systems. In: Zhang, D., Khoshgoftaa, T.M., Shyu, M.-L. (eds.) Proceedings of the 2005 IEEE International Conference on Information Reuse and Integration (IRI-2005), number 05EX1058, pp. 433–438. IEEE Systems, Man, and Cybernetics Society, Las Vegas (2005)

    Chapter  Google Scholar 

  20. Minor, M., Del Prado, J.C.: Multilingual textual case-based reasoning. In: Schnurr, H.-P., Staab, S., Studer, R., Stumme, G., Sure, Y. (eds.) Professionelles Wissensmanagement: Erfahrungen und Visionen, Aachen, pp. 281–282. Shaker-Verlag (2001)

    Google Scholar 

  21. Minor, M., Hanft, A.: The life cycle of test cases in a cbr system. In: Blanzieri, E., Portinale, L. (eds.) EWCBR 2000. LNCS (LNAI), vol. 1898, pp. 455–466. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  22. Minor, M., Schmidt, K.: Automatic transformation and enlargement of similarity models for case-based reasoning. In: Proceedings of the Modellierung 2006 (to appear, 2006)

    Google Scholar 

  23. Müller, F.: Integration von TFBS-Systemen und Ontologien. Diplomarbeit, Institut für Informatik, Humboldt-Universität zu Berlin, Berlin (2005)

    Google Scholar 

  24. Nick, M.: Experience Maintenance through Closed-Loop Feedback. PhD thesis, Technische Universität Kaiserslautern (2005)

    Google Scholar 

  25. Nick, M., Snoek, B., Willrich, T.: Supporting the it security of eservices with cbr-based experience management. In: Ashley, K.D., Bridge, D.G. (eds.) ICCBR 2003. LNCS, vol. 2689, pp. 362–376. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  26. Nonaka, I., Takeuchi, H.: The knowledge creating company. Oxford University Press, Oxford (1995)

    Google Scholar 

  27. Probst, G.: Ganzheitliches Wissensmanagement: Trends und kritische Reflexionen, Eingeladener Vortrag auf der WM 2003 (2003) [last visited November 2004], Internet: http://wm2003.aifb.uni-karlsruhe.de/invitedtalk_probst.pdf

  28. Probst, G., Raub, S., Romhardt, K.: Wissen managen: Wie Unternehmen ihre wertvollste Ressource optimal nutzen. Gabler-Verlag, Wiesbaden (1999)

    Google Scholar 

  29. Richter, M.M.: Fallbasiertes Schließen. In: Görz, G., Rollinger, C.-R., Schneeberger, J. (eds.) Handbuch der Künstlichen Intelligenz, ch. 11, pp. 407–430. Oldenbourg-Verlag, München (2000)

    Google Scholar 

  30. Roth-Berghofer, T.: Knowledge Maintenance of Case-Based Reasoning Systems - The SIAM Methodology. PhD thesis, Universität Kaiserslautern, DISKI 262, infix-Verlag (2003)

    Google Scholar 

  31. Smyth, B., McKenna, E.: Modelling the competence of case-bases. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488, pp. 208–220. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  32. Stahl, A.: Learning similarity measures: A formal view based on a generalized cbr model. In: Muñoz-Ávila, H., Ricci, F. (eds.) ICCBR 2005. LNCS (LNAI), vol. 3620, pp. 507–521. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  33. Sure, Y., Maedche, A., Staab, S.: Leveraging Corporate Skill Knowledge - From ProPer to OntoProPer. In: Reimer, U. (ed.) Proceedings of the Third International Conference on Practical Aspect s of Knowledge Management (PAKM 2000) CEUR Workshop Proceedings, Basel, Switzerland, vol. 34 (2000) CEUR-WS.org

    Google Scholar 

  34. Weber, R., Aha, D.W., Becerra-Fernandez, I.: Categorizing intelligent lessons learned systems. In: Aha, D.W., Weber, R. (eds.) Intelligent Lessons Learned Systems: Papers from the AAAI 2000 Workshop, pp. 63–67. AAAI Press, Menlo Park (2000)

    Google Scholar 

  35. Wilson, D.C.: Case-Based Maintenance: the Husbandry of Experience. PhD thesis, Indiana University (2001)

    Google Scholar 

  36. Wolf, T., Decker, S., Abecker, A.: Unterstützung des Wissensmanagements durch Informations- und Kommunikationstechnologie. In: Scheer, A.-W., Nüttgens, M. (eds.) Electronic Business Engineering, 4. Internationale Tagung Wirtschaftsinformatik, pp. 745–766. Physica-Verlag, Heidelberg (1999)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2006 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Minor, M. (2006). Experience Management with Case-Based Assistant Systems. In: Roth-Berghofer, T.R., Göker, M.H., Güvenir, H.A. (eds) Advances in Case-Based Reasoning. ECCBR 2006. Lecture Notes in Computer Science(), vol 4106. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11805816_15

Download citation

  • DOI: https://doi.org/10.1007/11805816_15

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-36843-4

  • Online ISBN: 978-3-540-36846-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics