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Hybrid Systems with Case-Based Reasoning

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Hybrid Intelligent Systems
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Abstract

Case-based reasoning is starting to be commercially attractive and an important alternative for knowledge-based system designers, developers, integrators, and tool vendors as a way to leverage the valuable experience within organizations [Mott, 1993]. The potential market is significant, especially for decision making in complex problem-solving domains, as well as for efficient information processing. Most of the initial work combined case-based reasoning with rule-based systems, but other hybrid combinations are starting to be considered. Other areas that will likely see a boost in productivity from hybrid case-based reasoning systems include intelligent text retrieval, hypertext, data mining, and telecommunications Foster, 1992.

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References for Further Reading

  • Allen, B. P. (1994), “Case-based reasoning: business applications,” Communications of the ACM, vol 37, no. 3, pp. 40–42.

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  • Barletta, R. (1991), “An introduction to case-based reasoning,” AI Expert, vol 6, no. 8, pp. 43–49.

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  • Branting, L. K., and Porter, B. W. (1991), “Rules and precedents as complementary warrants,” Proceedings of the Ninth AAAI Conference, Anaheim, CA, July 14-19, pp. 3–9.

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  • Buta, P. (1994), “Mining for financial knowledge with CBR,” AI Expert, vol 9, no. 2, pp. 34–41.

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  • Hennessy, D., and Hinkle, D. (1992), “Applying case-based reasoning to autoclave loading,” IEEE Expert, vol 7, no. 5, pp. 21–26.

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  • Mott, S. (1993), “Case-based reasoning: market, applications, and fit with other technologies,” Expert Systems with Applications, vol 6, no. 1, pp. 97–104.

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  • Pearce, M., Goel, A. K., Kolodner, J. L., Zimring, C, Sentosa, L., and Billington, R. (1992), “Case-based design support: a case study in architectural design,” IEEE Expert, vol 7, no. 5, pp. 14–20.

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The following conference proceedings contain some information relevant to the integration of case-based reasoning with other intelligent technologies

  • CCIE’94 (1994), Proceedings of the 16th Annual Conference on Computers and Industrial Engineering, Ashikaga, Japan, March 7-9.

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  • EWCBR’93 (1993), Proceedings of the Fifth European Workshop on Topics in Case-Based Reasoning, Kaiserslautern, Germany, November 1-5.

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© 1995 Springer Science+Business Media New York

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Medsker, L.R. (1995). Hybrid Systems with Case-Based Reasoning. In: Hybrid Intelligent Systems. Springer, Boston, MA. https://doi.org/10.1007/978-1-4615-2353-6_13

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  • DOI: https://doi.org/10.1007/978-1-4615-2353-6_13

  • Publisher Name: Springer, Boston, MA

  • Print ISBN: 978-1-4613-5998-2

  • Online ISBN: 978-1-4615-2353-6

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