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Capturing expertise by rule induction

Published online by Cambridge University Press:  07 July 2009

Brian P. Bloomfield
Brian P. Bloomfield
Affiliation:
Systems Group, The Open University, Milton Keynes, MK7 6AA
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Abstract

This paper examines the claim that machine induction can alleviate the current knowledge engineering bottleneck in expert system construction. It presents a case study of the rule induction software tool known as Expert-Ease and proposes a set of criteria which might guide the selection of appropriate domains.

Type
Research Article
Information
The Knowledge Engineering Review , Volume 2 , Issue 1 , March 1987 , pp. 55 - 63
Copyright
Copyright © Cambridge University Press 1987

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References

[1]Brooks, A. and Alty, J.L. (1985) The Use of rule Induction, A Knowledge Acquisition Technique for Expert Systems, to Interpret HCI Experiments, in Johnson, D. and Cook, S. (Eds.) People and Computers: Designing the Interface (Cambridge: Cambridge University Press).Google Scholar
[2]Collins, H.M.; Green, R.H. and Draper, R.C. (1985) Where's the Expertise: Expert Systems as a Medium of Knowledge Transfer, in Merry, M.J. (Ed.) Expert Systems 85 (Cambridge: Cambridge University Press), 325–34.Google Scholar
[3]Douglas, M. (1966) Purity and Danger (London: Routledge & Kegan Paul)Google Scholar
[4]Dreyfus, H.L. and Dreyfus, S.E. (1984) From Socrates to Expert Systems, Technology in Society, vol. 6, 217–33.CrossRefGoogle Scholar
[5]Fox, J. (1984) Doubts About Induction, Bulletin of SPL Insight, vol. 2(2), 32–6.Google Scholar
[6]Hart, A. (1984) Experience in the Use of an Inductive System in Knowledge Engineering, in Bramer, M.A. (Ed.) Research and Development of Expert Systems, Proc. of Expert Systems'84 (Cambridge: Cambridge University Press), 117–26.Google Scholar
[7]Hart, A. (1985) The Role of Induction in Knowledge Elicitation, Expert Systems, vol. 2(1), 24–8.CrossRefGoogle Scholar
[8]Hunt, E.B.; Marin, J. and Stone, P. (1966) Experiments in Induction (New York: Academic Press)Google Scholar
[9]Lakatos, I. (1976) Proofs and Refutations (Cambridge: Cambridge University Press).CrossRefGoogle Scholar
[10]Michaelsen, R.H.; Michie, D. and Boulanger, A. (1985) The Technology of Expert Systems, Byte, 04, 303–12.Google Scholar
[11]Michalski, R.S. (1983) A Theory and Methodology of Inductive Learning, Artificial Intelligence, vol. 20, 111–61.CrossRefGoogle Scholar
[12]Michalski, R.S. and Chilausky, R.L. (1980) Knowledge acquisition by encoding expert rules versus computer induction from examples: a case study involving soybean pathology, International journal of Man-Machine Studies, vol. 12, 63–87.CrossRefGoogle Scholar
[13]Milman, J.O. (1984) The Small Computer Revolution, Proceedings of Compcon, 09, 20–6.Google Scholar
[14]Naylor, C. (1984) Discriminating Experts, Practical Computing, vol. 7(3), 108–12.Google Scholar
[15]Polanyi, M. (1967) The Tacit Dimension (New York: Anchor).Google Scholar
[16]Quinlan, J.R. (1979) Discovering Rules by Induction From Large Collections of Examples, in Michie, D. (Ed.) Expert Systems in the Microelectronic Age (Edinburgh: Edinburgh University Press), 168–201.Google Scholar
[17]Quinlan, J.R. (1984) Learning Efficient Classification Procedures and Their Application to Chess End Games, in Michalski, R.S., Carbonell, J.G. and Mitchell, T. (Eds.) Machine Learning: An Artificial Intelligence Approach (Springer-Verlag), 463–82.Google Scholar
[18]Seidman, S. (1984) Putting the gloss on promising programs, Computing 03 15, 36–37.Google Scholar
[19]Shanker, S.G. (1987) The Decline and Fall of the Mechanist Metaphor, in Born, R. (Ed.) The Case Against AI (London: Croom Helm Ltd).Google Scholar
[20]Shapiro, A.D. (1983) The Role of Structured Induction in Expert Systems, unpublished Ph.D thesis, University of Edinburgh.Google Scholar
[21]Surya, (1984) Expert-Ease, Personal Computer World, vol. 7(6), 208–13.Google Scholar
[22]Waterman, D.A. (1985) A Guide to Expert Systems (Reading, Mass.: Addison-Wesley Pub. Co.).Google Scholar