Abstract
The successful development, deployment and utilization of Case-Based Reasoning Systems in commercial environments require the development team to focus on aspects that go beyond the core CBR engine itself. Characteristics of the Users, the Organization and the Domain have considerable impact on the design decisions during implementation and on the success of the project after deployment. If the system is not technically and organizationally integrated with the operating environment, it will eventually fail. In this chapter, we describe our experiences and the steps we found useful while implementing CBR applications for commercial use. We learned these lessons the hard way. Our goal is to document our experience and help practitioners develop their own approach and avoid making the same mistakes.
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References
Bergmann, R., Althoff, K.D., Breen, S., Göker, M., Manago, M., Traphöner, R., Wess, S.: Developing Industrial Case Based Reasoning Applications: The INRECA Methodology. In: Bergmann, R., Althoff, K.-D., Breen, S., Göker, M.H., Manago, M., Traphöner, R., Wess, S. (eds.) Developing Industrial Case-Based Reasoning Applications, 2nd edn. LNCS (LNAI), vol. 1612, pp. 85–98. Springer, Heidelberg (2003)
Göker, M., Roth-Berghofer, T.: The Development and Utilization of the Case-Based Help-Desk Support System HOMER. In: Engineering Applications of Artificial Intelligence, vol. 12(6), pp. 665–680. Elsevier Science, Amsterdam (1999)
Richter, M.: Introduction. In: Lenz, M., Bartsch-Spörl, B., Burkhard, H.-D., Wess, S. (eds.) Case-Based Reasoning Technology. LNCS (LNAI), vol. 1400, pp. 1–15. Springer, Heidelberg (1995); Richter, M.: The Knowledge Contained in Similarity Measures (invited talk at ICCBR 1995), http://wwwagr.informatik.uni-kl.de/~lsa/CBR/Richtericcbr95remarks.html
DIN 25448: Ausfalleffektanalyse (Fehler-Möglichkeits- und -Einfluß-Analyse) Deutsches Institut für Normung e.V.,Beuth Verlag GmbH, Berlin (1990)
Roth-Berghofer, T.: Knowledge Maintenance of Case-Based Reasoning Systems – The SIAM Methodology. Dissertationen zur künstlichen Intellignez DISKI 262, Akademische Verlagsgesellschaft Aka GmbH, Berlin (2003)
Roth-Berghofer, T., Reinartz, T.: MaMa: A maintenance manual for case-based reasoning systems. In: Aha, D.W., Watson, I. (eds.) ICCBR 2001. LNCS (LNAI), vol. 2080, pp. 452–466. Springer, Heidelberg (2001)
Bergmann, R.: Experience Management: Foundations, Development Methodology, and Internet-Based Applications. Springer, Heidelberg (2002)
Gupta, K.M.: Taxonomic conversational case-based reasoning. In: Aha, D.W., Watson, I. (eds.) ICCBR 2001. LNCS (LNAI), vol. 2080, pp. 219–233. Springer, Heidelberg (2001)
Gupta, K.M., Aha, D.W.: A framework for incremental query formulation in mixed-initiative case-based reasoning. In: Ashley, K.D., Bridge, D.G. (eds.) ICCBR 2003. LNCS, vol. 2689, pp. 172–180. Springer, Heidelberg (2003)
Gupta, K.M., Aha, D.W., Sandhu, N.: Exploiting taxonomic and causal relations in conversational case retrieval. In: Craw, S., Preece, A.D. (eds.) ECCBR 2002. LNCS (LNAI), vol. 2416, pp. 133–147. Springer, Heidelberg (2002)
Rau, L.F.: Extracting Company Names from Text. In: IEEE CH2967, August 1991, pp. 29–32 (1991)
Huffman, S., Baudin, C.: Notes Explorer: Toward Structured Retrieval in Semi-structured Information Spaces. In: Proceedings of the 1997 IJCAI Conference, Nagoya Japan (1997)
Cowie, J., Lehnert, W.: Information Extraction. Communications of the ACM 39(1), 80–91 (1996)
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Göker, M.H., Baudin, C., Manago, M. (2010). Development of Industrial Knowledge Management Applications with Case-Based Reasoning. In: Montani, S., Jain, L.C. (eds) Successful Case-based Reasoning Applications - I. Studies in Computational Intelligence, vol 305. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-14078-5_3
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