This article examines in detail some of the principal strategies used by expert systems to represent and reason about knowledge. It identifies strengths and weaknesses of these different strategies, with particular reference to sociological knowledge as illustrated by the work of Erving Goffman. The article ends with a summary of the current status of expert systems in sociology and prospects for using expert systems to help create a systematic framework for computational sociology.
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References
1.
Aikens, J.1983. “Prototypical Knowledge for Expert Systems.”Artificial Intelligence20:163-210.
2.
Bainbridge, William S.
, Edward E. Brent, Kathleen M. Carley, David R. Heise, Michael W. Macy, Barry Markovsky, and John Skvoretz. 1994. “Artificial Social Intelligence.”Annual Review of Sociology20:407-436.
3.
Barr, Avron
and Edward A. Feigenbaum. 1981. The Handbook of Artificial Intelligence. Vol. 1. Los Altos, CA: William Kaufman.
4.
Benfer, Robert A.
, Edward E. Brent, and Louanna Furbee. 1991. Expert Systems. Newbury Park, CA: Sage.
5.
Blank, Grant
. 1989. “Modeling Social Theory Through Expert Systems.” Presented at the annual meeting of the American Sociological Association, April, Chicago, IL.
6.
Blum, R.
1984. “Discovery, Confirmation and Incorporation of Causal Relationships from a Large Time-Oriented Clinical Data Base: The RX Project.” Pp. 307-311 in Readings in Medical Artificial Intelligence, edited by W. Clancey and E. Short. Reading, MA: Addison-Wesley.
7.
Blumer, Herbert
. 1955. “What Is Wrong With Social Theory?”American Sociological Review19:3-10.
8.
Braithwaite, Robert B.
1953. Scientific Explanation. New York: Harper Torchbooks.
9.
Brent, Edward E.1985. “Contributions of Relational Data Base Structures to Concept Formation in the Social Sciences.”Computers and the Social Sciences1:29-49.
10.
Brent, Edward E.1986. “Qualitative Computing: Approaches and Issues.”Qualitative Sociology9:256-282.
11.
Brent, Edward E.
, Jack Glazier, Keith Jamtgaard, Edward Wetzel, Peter Hall, Michael Dalecki, and Abdulah Bah. 1989. “ERVING: A Program to Teach Sociological Reasoning From the Dramaturgical Perspective.”Teaching Sociology17:38-48.
12.
Brent, Edward E.
, Edward M. Mirielli, and George A. Thompson. 1993a. Ex-Sample: An Expert System to Help Determine Sample Size. Columbia, MO: Idea Works.
13.
Brent, Edward E.
, Edward M. Mirielli, and George A. Thompson. 1993b. Statistical Navigator: An Expert System to Help Select Statistical Analyses. Columbia, MO: Idea Works.
14.
Brent, Edward E.
, Edward M. Mirielli, and George A. Thompson. Forthcoming. “Disambiguating Verbal Comments in Social Interaction: A Computer Model of Meaning.”Journal of Mathematical Sociology.
15.
Brent, Edward E.
, Dale Rude, and Ronald Ebert. 1986. “A Comparison of an Expert Rule Induction System With Traditional Multivariate Regression Analysis.” Presented at the annual meeting of the Decision Sciences Institute, November, Honolulu, HI.
16.
Brent, Edward E.
and George A. Thompson. 1995a. Methodologist's Toolchest, Windows Version. Columbia, MO: Idea Works.
17.
Brent, Edward E.
and George A. Thompson. 1995b. Peer Review Emulator: An Expert System for Designing Research Proposals. Columbia, MO: Idea Works.
18.
Buchanan, Bruce G.
1985. “Knowledge-Based Systems: Guidelines for Problem Selection, Knowledge Acquisition, Validation.”Texas Instruments Satellite Teleconference, November 13.
19.
Carley, Kathleen
. 1988. “Formalizing the Social Expert's Knowledge.”Sociological Methods & Research17:165-232.
20.
Carley, Kathleen
, Johan Kjaer-Hansen, Michael Prietula, and Allen Newell. 1992. “Plural-Soar: A Prolegomenon to Artificial Agents and Organizational Behaviors.” Pp. 87-118 in Artificial Intelligence in Organization and Management Theory, edited by M. Masuch and M. Warglien. Amsterdam, The Netherlands: Elsevier Science Publisher.
21.
Carley, Kathleen M.
and Allen Newell. 1994. “The Nature of the Social Agent.”Journal of Mathematical Sociology19:221-262.
22.
Carley, Kathleen M.
and Michael J. Prietula. 1994. “ACTS Theory: Extending the Model of Bounded Rationality.” Pp. 55-88 in Computational Organization Theory, edited by K. M. Carley and M. J. Prietula. Hillsdale, NJ: Lawrence Erlbaum.
23.
Clocksin, William
and C. Mellish. 1984. Programming in PROLOG. 2d ed.Berlin: Springer-Verlag.
24.
Erman, D. L.
, F. Hayes-Roth, V. R. Lesser, and D. R. Reddy. 1980. “The HEARSAY-II Speech Understanding System: Integrating Knowledge to Resolve Uncertainty.”ACM Computing Survey12:213-253.
25.
Fararo, Thomas J.
and Skvoretz, John. 1984. “Institutions as Production Systems.”Journal of Mathematical Sociology10:117-182.
26.
Feigenbaum, Edward A.
1977. “The Art of Artificial Intelligence: Themes and Case Studies of Knowledge Engineering.”International Joint Conference on Artificial Intelligence 5:1014-1029.
27.
Feigenbaum, Edward A.
1991. “Successful National Models of Expert System Technology Transfer.” Honorary address in Expert Systems World Congress Proceedings. December, Orlando, Florida.
28.
Goffman, Erving
. 1959. The Presentation of Self in Everyday Life. New York: Doubleday.
29.
Gonzalez, Avelino J.
and Douglas D. Dankel. 1993. The Engineering of Knowledge-Based Systems: Theory and Practice. Englewood Cliffs, NJ: Prentice Hall.
30.
Heise, David R.1989. “Modeling Event Structures.”Journal of Mathematical Sociology14:139-169.
31.
Hempel, Carl G.
1965. Aspects of Scientific Explanation. New York: Free Press.
32.
Holland, J. H.
1975. Adaptation in Natural and Artificial Systems. Ann Arbor: University of Michigan Press.
33.
Holland, J. H.1992. “Genetic Algorithms.”Scientific American267 (July): 66-72.
34.
Karayiannis, N. B.
and A. N. Venetsanopoulos. 1993. Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications. Boston: Kluwer.
35.
Kuipers, B.
1975. “A Frame for Frames: Representating Knowledge for Recognition.” Pp. 151-184 in Representation and Understanding, edited by D. Bobrow and A. Collins. New York: Academic Press.
36.
Laird, John E.
, Allen Newell, and Paul S. Rosenbloom. 1987. “SOAR: An Architecture for General Intelligence.”Artificial Intelligence33:1-64.
37.
Lin, Zhiang
and Kathleen M. Carley. 1995. “DYCORP: A Computational Framework for Examining Organizational Performance Under Dynamic Conditions.”Journal of Mathematical Sociology19:193-217.
38.
Masuch, Michael
and Perry LaPotin. 1989. “Beyond Garbage Cans: An AI Model of Organizational Choice.”Administrative Science Quarterly34:38-67.
39.
Masuch, Michael
and Massimo Warglien, eds. 1992. Artificial Intelligence in Organization and Management Theory. Amsterdam, The Netherlands: Elsevier.
40.
McDermott, John
. 1982. “A Rule-Based Configurer of Computer Systems.”Artificial Intelligence19:39-88.
41.
Minsky, Marvin
. 1975. “A Framework for Representating Knowledge.” Pp. 211-277 in The Psychology of Computer Vision, edited by P. Winston. New York: McGraw-Hill.
42.
Negoita, C. V.
1985. Expert Systems and Fuzzy Systems. Menlo Park, CA: Benjamin/Cummings.
43.
Newell, Allen J.
1962. “Some Problems of Basic Organization in Problem-Solving Programs.” Pp. 393-423 in Conference on Self-Organizing Systems, edited by M. C. Yovits, G. T. Jacobi, and G. D. Goldstein. Washington, DC: Spartan Book.
44.
Newell, Allen J.
and Herbert A. Simon. 1963. “GPS: A Program That Simulates Human Thought.” Pp. 279-293 in Computers and Thought, edited by E. A. Feigenbaum and J. A. Feldman. New York: McGraw-Hill.
45.
Quillian, Michael R.
1968. “Semantic Memory.” Pp. 271-290 in Semantic Information Processing, edited by Marvin Minsky. Cambridge, MA: MIT Press.
46.
Rumelhart, David E.
and Jack L. McClelland. 1987. Parallel Distributed Processing. Cambridge: MIT Press.
47.
Schank, Roger
and Carl K. Riesbeck, eds. 1981. Inside Computer Understanding. Hillsdale, NJ: Lawrence Erlbaum.
48.
Schwartz, Terry J.1990. “Fuzzy Systems in the Real World.”AI Expert5 (8): 29-36.
49.
Sylvan, David
and Barry Glassner. 1985. A Rationalist Methodology for the Social Sciences. Oxford, UK: Basil Blackwell.
50.
Wasserman, Patrick D.
1993. Advanced Methods in Neural Computing. New York: Van Nostrand.
51.
Waterman, David A.
1986. A Guide to Expert Systems. Reading, MA: Addison-Wesley.
52.
Waterman, David A.
and Frederick Hayes-Roth. 1978. Pattern-Directed Inference Systems. New York: Academic Press.
53.
Ye, Mei
and Kathleen M. Carley. Forthcoming. “Radar-Soar: Towards an Artificial Organization Composed of Intelligent Agents.”Journal of Mathematical Sociology.
54.
Zadeh, Lofti H.1965. “Fuzzy Sets.”Information and Control8:338-353.
