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Relations between Customer Requirements, Performance Measures, and General Case Properties for Case Base Maintenance

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Advances in Case-Based Reasoning (ECCBR 2002)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 2416))

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Abstract

The ultimate goal of CBR applications is to satisfy customers using this technology in their daily business. As one of the crucial issues in CBR for practical applications, maintenance is important to cope with demands changing over time. Review and restore are the two steps in CBR that deal with tasks of maintenance. In order to perform these tasks, we suggested case and case base properties, quality criteria, and restore operators in earlier publications. In this paper, we specify concrete performance measures that correspond to general customer requirements, and analyze the relations between these performance criteria, case properties, and restore operators. We present initial results on theoretical analyzes on these relations, and report on examples of experimental studies that indicate that the suggested case properties and the respective restore operators help to identify maintenance strategies in order to optimize performance of CBR systems over time.

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References

  1. Agnar Aamodt and Enric Plaza. Case-based reasoning: Foundational issues, methodological variations, and system approaches. AI Communications, 7(1):39–59, 1994.

    Google Scholar 

  2. Ioannis Iglezakis. The conflict graph for maintaining case-based reasoning systems. In Proceedings of the 4th International Conference on Case-Based Reasoning, pages 263–275. Springer-Verlag, 2001.

    Google Scholar 

  3. J. Ross Quinlan. C4.5: Programs for Machine Learning. Morgan Kaufmann, 1993.

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  4. Thomas Reinartz, Ioannis Iglezakis, and Thomas Roth-Berghofer. On quality measures for case base maintenance. In Proceedings of the 5th European Workshop on Case-Based Reasoning, pages 247–259. Springer-Verlag, 2000.

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  5. Thomas Reinartz, Ioannis Iglezakis, and Thomas Roth-Berghofer. Review and restore for case-base maintenance. Computational Intelligence: special issue on maintaining CBR systems, 17(2):214–234, 2001.

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  6. Barry Smyth and Elizabeth McKenna. Competence guided incremental footprint-based retrieval. Knowledge-Based Systems, 14(3):155–161, 2001.

    Article  Google Scholar 

  7. Barry Smyth and Elizabeth McKenna. Competence models and the maintenance problem Computational Intelligence: special issue on maintaining CBR systems, 17(2):235–249, 2001.

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© 2002 Springer-Verlag Berlin Heidelberg

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Iglezakis, I., Reinartz, T. (2002). Relations between Customer Requirements, Performance Measures, and General Case Properties for Case Base Maintenance. In: Craw, S., Preece, A. (eds) Advances in Case-Based Reasoning. ECCBR 2002. Lecture Notes in Computer Science(), vol 2416. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-46119-1_13

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  • DOI: https://doi.org/10.1007/3-540-46119-1_13

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-44109-0

  • Online ISBN: 978-3-540-46119-7

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