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Capturing expertise by rule induction

Published online by Cambridge University Press:  07 July 2009

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

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
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, 6387.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), 168201.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, 3637.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