Abstract
The sections in this article are
- 1 Expert Systems: A Definition
- 2 History of Expert Systems
- 3 Major Application Areas
- 4 Books/Journals/Conferences
- 5 Structure of Expert Systems
- 6 Expert System Kernel Architecture
- 7 An Expert System Architecture
- 8 Development
- 9 Current Applications
- 10 The Future for Expert Systems
- 11 Summary and Conclusions
Bibliography
- 1 J. L. Connell L. B. Shafer Structured Rapid Prototyping, Englewood Cliffs, NJ: Prentice-Hall, 1989.
- 2 D. E. Brown J. J. Pomykalski Reliability estimation during prototyping of knowledge-based systems, IEEE Trans. Knowl. Data Eng., 7: 378–390, 1995.
- 3 J. J. Pomykalski D. E. Brown Knowledge-based system design enhancement through reliability measurement, Expert Systems with Applications: An International Journal, 11 (3): 277–286, 1996.
- 4 Merriam-Webster Collegiate Dictionary, 10th ed., Springfield, MA: Merriam–Webster, 1993.
- 5 S. J. Rusell P. Norvig Artificial Intelligence: A Modern Approach, Englewood Cliffs, NJ: Prentice-Hall, 1995.
- 6
W. S. McCulloch
W. Pitts
A logical calculus of the ideas immanent in nervous activity,
Bull. Math. Biophys.,
5:
115–137,
1943.
10.1007/BF02478259 Google Scholar
- 7 R. K. Lindsay et al. Applications of Artificial Intelligence for Chemical Inference: The DENDRAL Project, New York: McGraw-Hill, 1980.
- 8 E. H. Shortliffe Computer-Based Medical Consultations: MYCIN, New York: Elsevier, 1976.
- 9 B. G. Buchanan E. H. Shortliffe (eds.) Rule-Based Expert Systems: The MYCIN Experiments of the Stanford Heuristic Programming Project, Reading, MA: Addison-Wesley, 1985.
- 10 J. P. Ignizio Introduction to Expert Systems: The Development and Implementation of Rule-Based Expert Systems, New York: McGraw-Hill, 1991.
- 11 D. N. Chorafas Expert Systems in Manufacturing, New York: Van Nostrand Reinhold, 1992.
- 12 J. Durkin Expert Systems: Catalog of Applications, Akron, OH: Intelligent Computer Systems, 1993.
- 13 D. A. Waterman A Guide to Expert Systems, Reading, MA: Addison-Wesley, 1986.
- 14 F. Hayes-Roth D. A. Waterman D. B. Lenant (eds.) Building Expert Systems, Reading, MA: Addison-Wesley, 1983.
- 15 P. Harmon D. King Expert Systems: Applications in Business, New York: Wiley, 1985.
- 16 J. Durkin Expert Systems: Design and Development, Englewood Cliffs, NJ: Prentice-Hall, 1994.
- 17 A. J. Gonzalez D. D. Dankel The Engineering of Knowledge-Based Systems: Theory and Practice. Englewood Cliffs, NJ: Prentice-Hall, 1993.
- 18 R. J. Mockler D. G. Dologite Knowledge-Based Systems: An Introduction to Expert Systems, New York: Macmillan, 1992.
- 19 T. Dean J. Allen Y. Aloimonos Artificial Intelligence: Theory and Practice, Redwood City, CA: Benjamin/Cummings, 1995.
- 20 G. F. Luger W. A. Stubblefield Artificial Intelligence: Structures and Strategies for Complex Problem Solving, Reading, MA: Addison-Wesley, 1998.
- 21 C. H. Cheng C. W. Holsapple A. Lee Citation-based journal rankings for AI research: A business perspective, AI Magazine, Summer: 87–97, 1996.
- 22 F. Hayes-Roth Rule-based systems, Commun. ACM, 28 (9): 921–932, 1985.
- 23 B. G. Buchanan et al. Constructing an expert system, F. Hayes-Roth, D. A. Waterman, and D. B. Lenat (eds.), Building Expert Systems, Reading MA: Addison-Wesley, 1983.
- 24 D. Partridge Artificial Intelligence: Applications in the Future of Software Engineering, Chichester: Ellis-Horwood, 1986.
- 25 F. Golshani Rule-Based Expert Systems, In H. Adeli (ed.), Knowledge Engineering, Vol. 1: Fundamentals, New York: McGraw-Hill, 1990.
- 26 S. M. Weiss C. A. Kulikowski A Practical Guide to Designing Expert Systems, Totowa, NJ: Rowman & Allanheld, 1984.
- 27
L. Medsker
J. Liebowitz
Design and Development of Expert Systems and Neural Networks,
New York:
Macmillan,
1994.
10.1109/ICNN.1994.374503 Google Scholar
- 28 D. S. Prerau Developing and Managing Expert Systems: Proven Techniques for Business and Industry, Reading, MA: Addison-Wesley, 1990.
- 29 B. Gaines M. Shaw New directions in the analysis and interactive elicitation of personal construct systems, in M. Shaw (ed.), Recent Advances in Personal Construct Technology, New York: Academic Press, 1981.
- 30 B. Gaines Knowledge acquisition systems, In H. Adeli (ed.), Knowledge Engineering, Vol. 1: Fundamentals, New York: McGraw-Hill, 1990.
- 31 K. Pedersen Well-structured knowledge bases (Part I), AI Expert, April: 44–45, 1989.
- 32 K. Pedersen Well-structured knowledge bases (Part II), AI Expert, July: 45–48, 1989.
- 33 M. Minsky A framework for representing knowledge, in P. Winston (ed.), The Psychology of Computer Vision, New York: McGraw-Hill, 1975.
- 34
J. L. Kolodner
Case-Based Reasoning,
San Francisco, CA:
Morgan Kaufman,
1993.
10.1016/B978-1-55860-237-3.50005-4 Google Scholar
- 35 D. E. Leake Case-Based Reasoning: Experiences, Lessons, & Future Directions, Cambridge, MA: AAAI Press, 1996.
- 36 B. de Finetti Theory of Probability, Vol. 1, Chichester: Wiley, 1974.
- 37 B. de Finetti Theory of Probability, Vol. 2, Chichester: Wiley, 1975.
- 38 V. Barnett Comparative Statistical Inference, Chichester: Wiley, 1982.
- 39 D. V. Lindley Making Decisions, London: Wiley, 1971.
- 40 J. Pearl Probabilistic Reasoning in Intelligent Systems, Palo Alto CA: Morgan-Kaufmann, 1988.
- 41
G. Shafer
A Mathematical Theory of Evidence,
Princeton, NJ:
Princeton University Press,
1976.
10.1515/9780691214696 Google Scholar
- 42 L. Zadeh Fuzzy sets, Information and Control, 8: 338–353, 1965.
- 43 V. L. Yu et al. An evaluation of MYCIN's advice, in B. G. Buchanan and E. H. Shortliffe (eds.), Rule Based Expert Systems, Reading, MA: Addison-Wesley, 1984.
- 44 T. Bahill M. Jafar A tool for validating personal computer based expert systems, In C. C. White and D. E. Brown (eds.), Operations Research and Artificial Intelligence: The Integration of Problem-Solving Strategies, Baltimore: Operations Research Society of America, 1990.
- 45 A. Bundy How to improve the reliability of expert systems, Seventh Annual Technical Conference of the British Computer Society Specialist Group on Expert Systems, Brighton, England, 1987.
- 46 P. N. Finlay G. J. Forsey J. M. Wilson The validation of expert systems—Contrasts with traditional methods, J. Operational Res. Soc., 39 (10): 2, 1988.
- 47 L. F. Pau Prototyping, validation and maintenance of knowledge based systems software, Proc. IEEE, 1987.
- 48 J. T. St. Johanser R. M. Harbridge Validating Expert Systems: Problems and Solutions in Practice, KBS-86, London, 1986.
- 49 R. A. Stachowitz C. L. Chang Verification and Validation of Expert Systems, AAAI-88, St. Paul, MN: MIT Press, 1988.
- 50 E. Hollnagel The Reliability of Expert Systems, Southampton: Ellis Horwood, 1989.
- 51 C. J. R. Green M. M. Keyes Verification and Validation of Expert Systems, WESTEX-87, 1987.
- 52 R. O'Keefe O. Balci E. P. Smith Validating expert system performance, In J. S. Chandler and T. P. Liang (eds.), Developing Expert Systems for Business Applications, Columbus: Merrill, 1990.
- 53 D. E. O'Leary Validation of Expert Systems—With Applications to Auditing and Accounting Expert Systems, Decision Sciences, 18: 1987.
- 54 D. E. O'Leary Methods of validating expert systems, Interfaces, 18 (6): 1988.
- 55 A. E. Radwin, et al. A verification approach for knowledge-based systems, Transportation Research-A, 23A (4): 1989.
- 56 T. Hoppe P. Meseguer VVT terminology: A proposal, IEEE Expert, 8 (2): 48–55, 1993.
- 57 J. J. Pomykalski Knowledge-Based Systems Design Enhancement through Reliability Measurement, Ph.D. Dissertation, University of Virginia, 1994.
- 58 L. Press Eight-product wrap-up: PC shells, AI Expert, September: 61–65, 1988.
- 59 J. Liebowitz Worldwide perspectives and trends in expert systems: An analysis based on the three world congresses on expert systems, AI Magazine, Summer: 115–119, 1997.
- 60 J. Liebowitz D. S. Prerau (eds.) Worldwide Intelligent Systems: Approaches to Telecommunications and Networks Management, Amsterdam: IOS Press, 1995.
- 61 H. Shrobe The innovative applications of artificial intelligence conference: Past and future, AI Magazine, Winter: 15–20, 1996.
- 62 M. Nahabedian H. Shrobe Diagnosing delivery problems in the white house information-distribution systems, AI Magazine, Winter: 21–30, 1996.
- 63 D. W. McDonald et al. Desktop underwriter: Fannie Mae's automated mortgage underwriting expert systems, Ninth Innovative Applications of Artificial Intelligence Conference, Providence, RI, 1997.
- 64 F. Highland (guest ed.) Embedded AI, IEEE Expert, 9 (2): 18–20, 1994.
- 65
D. E. Brown
C. C. White (eds.)
Operations Research and Artificial Intelligence: The Integration of Problem Solving Strategies,
Boston:
Kluwer,
1990.
10.1007/978-94-009-2203-7 Google Scholar
- 66
D. Brown
W. Scherer (eds.)
Intelligent Scheduling Systems,
Boston:
Kluwer,
1995.
10.1007/978-1-4615-2263-8 Google Scholar
- 67 L. R. Medsker Hybrid Intelligent Systems, Boston: Kluwer, 1995.
- 68
L. R. Medsker
Hybrid Neural Network and Expert Systems,
Boston:
Kluwer,
1994.
10.1007/978-1-4615-2726-8 Google Scholar
- 69 A. L. Samuel Some studies in machine learning using the game of checkers, in E. A. Feigenbaum and J. Feldman (eds.), Computers and Thought, New York: McGraw-Hill, 1963.
- 70 T. M. Mitchell Version spaces: a candidate elimination approach to rule learning, Proc. Fifth Int. Joint Conf. Artificial Intelligence (IJCAI-77), 305–310, 1977.
- 71 L. Breiman et al. Classification and Regress Trees, Monterey: Wadsworth, 1984.
- 72 J. H. Holland Adaptation in Natural and Artificial Systems, Ann Arbor: University of Michigan Press, 1975.
- 73 P. J. Werbos Backpropagation through time: What it is and how to do it, Proc. IEEE,78: 1550–1560, 1990.
- 74 P. Drucker Post-Capitalist Society, New York: HarperCollins, 1993.
- 75 D. Bank Technology: Know-it-alls, Wall Street Journal, 28: 1, November 18, 1996.
- 76 M. Hammer J. Champy Reengineering the Corporation, New York: HarperCollins, 1993.
- 77
E. H. Durfee
V. R. Lesser
D. D. Corkhill
Trends in cooperative distributed problem solving,
IEEE Trans. Knowl. Data Eng.,
KOE-11:
63–83,
1989.
10.1109/69.43404 Google Scholar
- 78 B. Moulin B. Chaib-draa An overview of distributed artificial intelligence, In G. M. P. O'Hare and N. R. Jennings (eds.), Foundations of Distributed Artificial Intelligence,New York: Wiley, 1996.
- 79 N. R. Jennings et al. Transforming standalone expert systems into a community of cooperating agents, Engineering Applications of Artificial Intelligence, 6 (4): 317–331, 1993.
- 80 D. Cockburn N. R. Jennings ARCHON: A distributed artificial intelligence system for industrial applications, In G. M. P. O'Hare and N. R. Jennings (eds.), Foundations of Distributed Artificial Intelligence, New York: Wiley, 1996.
- 81 LOGOS Requirements and Design Document (online). Available http://groucho.gsfc.nasa.gov/agents/documents/code522/logos.pdf
Citing Literature
Wiley Encyclopedia of Electrical and Electronics Engineering
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