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Eliciting Knowledge and Transferring It Effectively to a Knowledge-Based System
February 1993 (vol. 5 no. 1)
pp. 4-14

The knowledge acquisition bottleneck impeding the development of expert systems is being alleviated by the development of computer-based knowledge acquisition tools. These work directly with experts to elicit knowledge, and structure it appropriately to operate as a decision support tool within an expert system. However, the elicitation of expert knowledge and its effective transfer to a useful knowledge-based system is complex and involves diverse activities. The complete development of a decision support system using knowledge acquisition tools is illustrated. The example is simple enough to be completely analyzed but exhibits enough real-world characteristics to give significant insights into the processes and problems of knowledge engineering.

[1] J. H. Boose, "Personal construct theory and the transfer of human expertise," inProc. AAAI-84, 1984, pp. 27-33.
[2] J. H. Boose,Expertise Transfer for Expert System Design. Amsterdam: Elsevier, 1986.
[3] J. H. Boose, "Rapid acquisition and combination of knowledge from multiple experts in the same domain,"Future Comput. Syst., vol. 1, no. 2, pp. 191-216, 1987.
[4] J. H. Boose, "A survey of knowledge acquisition techniques and tools,"Knowledge Acquisition, vol. 1, no. 1, pp. 3-37, 1989.
[5] J. H. Boose and J. M. Bradshaw, "Expertise transfer and complex problems: Using Aquinas as a knowledge-acquisition workbench for knowledge-based systems,"Int. J. Man-Machine Studies, vol. 26, pp. 3-28, 1987.
[6] J. H. Boose and B. R. Gaines, eds.,Knowledge Acquisition Tools for Expert Systems. London, U.K.: Academic, 1988.
[7] J. Cendrowska, "An algorithm for inducing modular rules,"Int. J. Man-Machine Studiesvol. 27, no. 4, pp. 349-370, Oct., 1987.
[8] T. Christaller, F. di Primio, and A. Voss,Die KI-Werbank Babylon: Eine Offene und Portable Entwicklungsumgebung fr Expertensysteme. Bonn, Germany: Addison-Wesley, 1989.
[9] J. Diederich, I. Ruhmann, and M. Maym, "KRITON: A knowledge acquisition tool for expert systems,"Int. J. Man-Machine Studies, vol. 26, no. 1, pp. 29-40, Jan. 1987.
[10] L. Eshelman, D. Ehret, J. McDermott, and M. Tan, "MOLE: A tenacious knowledge acquisition tool,"Int. J. Man-Machine Studies, vol. 26, no. 1, pp. 41-54, Jan. 1987.
[11] E. A. Feigenbaum, "Knowledge engineering: The applied side of artificial intelligence," Rep. STAN-CS-80-812, Dep. Comput. Sci., Stanford Univ., 1980.
[12] B. R. Gaines, "An overview of knowledge acquisition and transfer,"Int. J. Man-Machine Studies, vol. 26, pp. 453-472, 1987.
[13] B. R. Gaines, "Rapid prototyping for expert systems," in M.D. Oliff, ed.,Intelligent Manufacturing: Proc. First Int. Conf. on Expert Systems and the Leading Edge in Production Planning and Control. 1987, pp. 45-73.
[14] B. R. Gaines, "An ounce of knowledge is worth a ton of data: Quantitative studies of the trade-off between expertise and data based on statistically well-founded empirical induction," inProc. 6th Int. Workshop on Machine Learning, 1989, pp. 156-159.
[15] B. R. Gaines, "Extracting knowledge from data," inProc. AAAI Workshop on Knowledge Discovery in Databases, 1989, pp. 109-116.
[16] B. R. Gaines and J. H. Boose, Eds.,Knowledge Acquisition for Knowledge-Based Systems. New York: Academic, 1988.
[17] B. R. Gaines and M. L. G. Shaw, "New directions in the analysis and interactive elicitation of personal construct systems,"Int. J. Man-Machine Studies, vol. 13, no. 1, pp. 81-116, July 1980.
[18] B. R. Gaines and M. L. G. Shaw, "Introduction of inference rules for expert systems,"Fuzzy Sets and Systems, vol. 18, pp. 315-328, Amsterdam: Elsevier, 1986.
[19] B. R. Gaines and M. L. G. Shaw, "Knowledge support systems," inProc. ACM MCC-University Research Symp., Austin, Texas: MCC. 1987, pp. 47-66.
[20] B. R. Gaines and M. L. G. Shaw, "Comparing the conceptual systems of experts," inProc. Eleventh Int. Joint Conf. on Artificial Intelligence, 1989, pp. 633-638.
[21] F. Hayes-Rothet al., Building Expert Systems. New York: Addison Wesley, 1983.
[22] G. Klinker, J. Bentolila, S. Genetet, M. Grimes, and J. McDermoot, "KNACK -- Report-driven knowledge acquisition,"Int. J Man-Machine Studies, vol. 26, no. 1, pp. 65-79, Jan. 1987.
[23] S. Marcus, "Taking backtracking with a grain of SALT,"Int. J. Man-Machine Studies, vol. 26, no. 4, pp. 383-398, Apr. 1987.
[24] M. Musem, L. Fagan, D. Combs, and E. Shortliffe, "Use of a domain model to drive an interactive knowledge-editing tool,"Int. J. Man-Machine Studies, vol. 26, no. 1, pp. 105-125, Jan. 1987.
[25] J. Quinlan, "Simplifying decision trees,"Int. J. Man-Machine Studies, vol. 27, pp. 221-234, 1987.
[26] A. Rappaport, "Multiple-problem subspaces in the knowledge design process,"Int. J. Man-Machine Studiesvol. 26, no. 4, pp. 435-452, Apr. 1987.
[27] A. Rappaport, "Cognitive primitives,"Int. J. Man-Machine Studies, vol. 29, pp. 733-747, 1988.
[28] A. Rappaport and B. R. Gaines, "Integrated knowledge base building environments,"Knowl. Acquisition, vol. 2, no. 1, pp. 51-71, Mar. 1990.
[29] M. L. G. Shaw,On Becoming a Personal Scientist. London, England: Academic, 1980.
[30] M. L. G. Shaw, ed.,Recent Advances in Personal Construct Technology. London, U. K., Academic, 1981.
[31] M. L. G. Shaw and B. R. Gaines, "A computer aid to knowledge engineering," inProc. British Computer Society Conf. on Expert Systems, Dec. 1983, pp. 263-271.
[32] M. L. G. Shaw and B. R. Gaines, "Interactive elicitation of knowledge from experts,"Future Comput. Syst., vol. 1, no. 2, pp. 151-190, 1986.
[33] M. L. G. Shaw and B. R. Gaines, "An interactive knowledge elicitation technique using personal construct technology," in A. Kidd, ed.,Knowledge Elicitation for Expert Systems: A Practical Handbook. New York: Plenum, 1987, pp. 109-136.
[34] M. L. G. Shaw and B. R. Gaines, "KITTEN: Knowledge initiation and transfer tools for experts and novices,"Int. J. Man-Machine Studies, vol. 27, pp. 251-280, 1987.
[35] M. L. G. Shaw and B. R. Gaines, "Comparing conceptual structures: Consensus, conflict, correspondence and contrast in a knowledge acquisition system,"Knowl. Acquisitionvol. 1, pp. 328-350, 1989.
[36] M. L. G. Shaw and J. B. Woodward, "Validation in a knowledge support system: Construing and consistency with multiple experts,"Int. J. Man-Machine Studiesvol. 29, pp. 251-280, Sept. 1987.
[37] P. Slater, ed.,Explorations of Intrapersonal Space: Volume 1. London, U.K.: Wiley, 1976.
[38] P. Slater, ed.,Dimensions of Intrapersonal Space: Volume 2. London, U.K.: Wiley, 1977.

Index Terms:
knowledge elicitation; knowledge-based system; decision support systems; knowledge acquisition; knowledge based systems
B.R. Gaines, M.L.G. Shaw, "Eliciting Knowledge and Transferring It Effectively to a Knowledge-Based System," IEEE Transactions on Knowledge and Data Engineering, vol. 5, no. 1, pp. 4-14, Feb. 1993, doi:10.1109/69.204087
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