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.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Aamodt, A., Plaza, E.: Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches. AI Communications 7(1), 39–59 (1994)
The agile manifest (2006) (last visited, February 2006), Internet: http://www.agilemanifesto.org
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)
Bergmann, R.: Experience Management. LNCS (LNAI), vol. 2432. Springer, Heidelberg (2002)
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)
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)
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)
Fellbaum, C.: Wordnet: An Electronic Lexical Database. The MIT Press, Cambridge (1998)
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)
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)
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)
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)
The ARPA-sponsored Knowledge Sharing Effort (2006) (last visited, February 2006), Internet: http://www.csee.umbc.edu/kse/
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)
Link everything online (2005) (last visited, September 2005), Internet: http://dict.leo.org/
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)
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)
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)
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)
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)
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)
Minor, M., Schmidt, K.: Automatic transformation and enlargement of similarity models for case-based reasoning. In: Proceedings of the Modellierung 2006 (to appear, 2006)
Müller, F.: Integration von TFBS-Systemen und Ontologien. Diplomarbeit, Institut für Informatik, Humboldt-Universität zu Berlin, Berlin (2005)
Nick, M.: Experience Maintenance through Closed-Loop Feedback. PhD thesis, Technische Universität Kaiserslautern (2005)
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)
Nonaka, I., Takeuchi, H.: The knowledge creating company. Oxford University Press, Oxford (1995)
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
Probst, G., Raub, S., Romhardt, K.: Wissen managen: Wie Unternehmen ihre wertvollste Ressource optimal nutzen. Gabler-Verlag, Wiesbaden (1999)
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)
Roth-Berghofer, T.: Knowledge Maintenance of Case-Based Reasoning Systems - The SIAM Methodology. PhD thesis, Universität Kaiserslautern, DISKI 262, infix-Verlag (2003)
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)
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)
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
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)
Wilson, D.C.: Case-Based Maintenance: the Husbandry of Experience. PhD thesis, Indiana University (2001)
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)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights 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)