Abstract
In this paper, we report on a scheme for automated case base creation and management. The scheme aims at reducing the difficulty and human effort required for case creation. This paper provides an overview of the proposed scheme and outlines its technical implementation as an automated case creation system for the Integrated Diagnostic System. Some experimental results for testing the scheme and an interactive tool for evaluating the constructed case base are presented.
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References
M. Minor and A. Hanft, The Life Cycle of Test cases in a CBR System, In Proceedings of Advances in case-based Reasoning: 5th European Workshop, EWCBR 2000, Trento, Italy, Setp. 2000, pp.455–466
D.W. Aha and L.A. Breslow, Refining Conversational Case Libraies, In Proceedings of Int’l Conference of Case-based Reasoning, RI, USA, 1997, pp.267–278
B. Smyth, Case-Based Maintenance, In Proceedings of the 11th Intl. Conference on Industry and Engineering Applications of AI and Expert Systems, Castellon, Spain, 1998.
B. Smyth, Remembering to Forget: A Competence Persevering Deletion Policy for Case-Based Reasoning Systems, In Proceedings of the 14th Intl. Joint Conference on AI, Morgan-Kaufmann, 1995, pp.377–382
J. Zhu and Q. Yang, Remembering to Add: Competence Persevering Case-Addition Policy. for Case-Base Maintenance, In Proceedings of the 16th Intl. Joint Conference on AI, Stockholm, Sweden, 1999, pp.234–239
K. Racine and Q. Yang, On the Consistency Management for Large Case Bases: The Case for Validation, In Proceedings of AAAI-96 Workshop on Knowledge Base Validation, August 1996
L. Portinale and P. Torasso, Automated Case Base Management in a Multi-model Reasoning System, In Proceedings of Advances in case-based Reasoning: 5th European Workshop, EWCBR 2000, Trento, Italy, Setp. 2000, pp.234–246
M. A. Ferrario and B. Smyth, Collaborative Maintenance—A Distributed, Interactive Case-based Maintenance Strategy, In Proceedings of Advances in case-based Reasoning: 5th European Workshop, EWCBR 2000, Trento, Italy, Setp. 2000, pp.393–405
L. Portinale, P. Torasso, and P. Tavano Speed-up, Quality and Competence in Multi-model. Case-based Reasoning, In Proceedings of 3rd ICCBR, LNAI 1650, Springer Verlag, 1999, pp. 303–317
R. Wylie, R. Orchard, M. Halasz and F. Dubé, IDS: Improving Aircraft fleet Maintenance, In Proceedings of the 14th National Conference on Artificial Intelligence, Calif, USA, 1997, pp.1078–1085
B. Farley, From free-text repair action messages to automatic case generation, In Proceedings of AAAI Spring Symposium: AI in Equipment Maintenance Service & Support, Technical Report SS-99-04, Menlo Park, CA,: AAAI Press, 1999, pp.109–118
B. Farley, Extracting information from free-text aircraft repair notes, Artificial Intelligence for Engineering Design, Analysis and Manufacture, Cambridge University Press 0890-0604/01, 2001, I5, pp.295–305
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Yang, C., Orchard, R., Farley, B., Zaluski, M. (2003). Automated Case Base Creation and Management. In: Chung, P.W.H., Hinde, C., Ali, M. (eds) Developments in Applied Artificial Intelligence. IEA/AIE 2003. Lecture Notes in Computer Science(), vol 2718. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45034-3_13
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DOI: https://doi.org/10.1007/3-540-45034-3_13
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