Abstract
The GM Variation-Reduction Adviser (VRA) was originally conceived and prototyped as a CBR system. Feedback from the users led to a variety of changes in the system. It is emerging now as an application destined for all GM assembly plants. This is a fine “success story.” However, the VRA has lost so much of its CBR character that it might be best characterized as a “CBR inspired” system rather than a CBR system. In this paper, we describe the original concept and the user feedback that guided its evolution into its current form. Every “real application” has interesting stories about “what worked” and “what didn’t.” Here, we share some of these stories about our project.
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References
Berners-Lee, T., Hendler, J., and Lassila, O.: The Semantic Web. Scientific American (May, 2001), 35–43
Cafeo, J. A., Gibbons, D. I., Lesperance, R. M., Morgan, A. P., Sengir, G. H. Simon, A. M.: Capturing Lessons Learned for Variation Reduction in an Automotive Assembly Plant. Proc. 14th Int. Fla. AI Research Soc. Conf.. AAAI Press, Menlo Park, CA, (2001) 89–92
CBR Works, Compendium Document. Empolis Corporation (1998)
Das, A., Wu, W., McGuinness, D.: Industrial Strength Ontology Management. In Cruz, Decker, Euzenat, McGuinness, eds. The Emerging Semantic Web. IOS Press (2002)
Leake, D. (ed.): Case-Based Reasoning: Experiences, Lessons, and Future Directions. AAAI Press, Menlo Park, California and The MIT Press, Cambridge, Mass. (1996)
McGuinness, D.: Ontologies Come of Age. In Fensel, Hendler, Lieberman, Wahlster, eds. Spinning the Semantic Web: Bringing the World Wide Web to its Full Potential. MIT Press (2002)
McGuinness, D.: Ontology-enhanced Search for Primary Care Medical Literature. In Proc. Int. Medical Informatics Assoc. Working Group 6— Medical Concept Representation and Natural Language Processing Conference, Phoenix, Arizona, December 16–19, 1999 (1999)
Morgan, A. P., Cafeo, J. A., Gibbons, D. I., Lesperance, R. M., Sengir, G. H. Simon, A. M.: CBR for Dimensional Management in a Manufacturing Plant. Proceedings of the 4th Int. Conf. on Case-Based Reasoning. ICCBR 2001. Vancouver, BC, Canada. (2001) 597–610
Morgan, A. P., Cafeo, J. A., Gibbons, D. I., Lesperance, R. M., Sengir, G. H. Simon, A. M.: The General Motors Variation-Reduction Adviser: An Example of Grass Roots Knowledge Management Development. Practical Aspects of Knowledge Management, 4th Int. Conf. PAKM 2002. Vienna, Austria, December 2002. Springer Lecture Notes in Artificial Intelligence. Springer-Verlag, Berlin Heidelberg New York. (2002) 137–143 and 639-645
Watson, Ian: Applying Knowledge Management: Techniques for Building Corporate Memories, Morgan Kaufman, New York. (2002)
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Morgan, A.P., Cafeo, J.A., Gibbons, D.I., Lesperance, R.M., Sengir, G.H., Simon, A.M. (2003). The General Motors Variation-Reduction Adviser: Evolution of a CBR System. In: Ashley, K.D., Bridge, D.G. (eds) Case-Based Reasoning Research and Development. ICCBR 2003. Lecture Notes in Computer Science(), vol 2689. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45006-8_25
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DOI: https://doi.org/10.1007/3-540-45006-8_25
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