Using case-based reasoning approach to the support of ill-structured decisions

European Journal of Operational Research

Volumn 93, Issue 3, 1996, Pages 511-521

  Deng, Pi Sheng ^a  

^a CALIFORNIA STATE UNIVERSITY   (United States)

Author keywords

Case based reasoning; Decision support systems; Neural networks; Tree induction

Indexed keywords

DECISION MAKING; DECISION SUPPORT SYSTEMS; MATHEMATICAL MODELS; NEURAL NETWORKS; PERFORMANCE; PROBLEM SOLVING;

CASE BASED REASONING; SIMILARITY COMPUTATIONAL REASONING MODEL; TREE INDUCTION;

KNOWLEDGE BASED SYSTEMS;

EID: 0030246220     PISSN: 03772217     EISSN: None     Source Type: Journal    
DOI: 10.1016/0377-2217(95)00081-X     Document Type: Article

References (30)

1. Breiman, L., Friedman, J.H., Olshen, R.A., and Stone, C.J. (1984), Classification and Regression Trees, Wadsworth, Belmont, CA.
2. Caudill, M. (1991), "Neural network training tips and techniques", AI Expert 6(1), 56-61.
3. Cost, S., and Salzberg, S. (1993), "A weighted nearest neighbor algorithm for learning with symbolic features", Machine Learning 10(1), 57-78.
4. Creecy, R.H., Masand, B.M., Smith, S.J., and Waltz, D.L. (1992), "Trading MIPS and memory for knowledge engineering", Communications of the ACM 35(8), 48-64.
5. Date, C.J. (1995), An Introduction to Database Systems, 6th ed., Addison-Wesley, Reading, MA.
6. Dietterich, T.G., and Michalski, R.S. (1983), "A comparative review of selected methods for learning from examples", in: R.S. Michalski, J.G. Carbonell, and T.M. Mitchell, eds., Machine Learning: An Artificial Intelligence Approach, Morgan Kaufmann, Los Altos, CA.
7. Gold, E.M. (1978), "Complexity of automaton identification from given data", Information and Control 37, 302-320.
8. Hammond, K.J. (1989), Case-Based Planning: Viewing Planning as a Memory Task, Academic Press, San Diego, CA.
9. Hornik, K., Stinchcombe, M., and White, H. (1990), "Universal approximation of an unknown mapping and its derivatives using multilayer feedforward networks", Neural Networks 3(5), 551-560.
10. Kidwell, D.S., Peterson, R.L., and Blackwell, D.W. (1993), Financial Institutions, Markets, and Money, 5th ed., Dryden, Orlando, FL.
11. Kleindorfer, P.R., Kunreuther, H.C., and Schoemaker, PJ.H. (1993), Decision Sciences: An Integrative Perspective, Cambridge University Press, New York, NY.
12. Kolodner, J.L. (1991), "Improving human decision making through case-based decision aiding", AI Magazine, Summer, 52-68.
13. Kriegsman, M. and Barletta, R. (1993), "Building a case-based help desk application", IEEE Expert, December, 18-26.
14. Krovvidy, S. and Wee, W.G. (1993), "Wastewater treatment systems from case-based reasoning", Machine Learning 10(3), 341-363.
15. Liang, T.P. (1992), "A composite approach to inducing knowledge for expert systems design", Management Science 38(1), 1-17.
16. Lippmann, R.P. (1987), "An introduction to computing with neural nets", IEEE Acoustics, Speech and Signal Processing Magazine, April, 4-22.
17. Lodewyck, R.L., Deng, P.S. (1993), "Experimentation with a back-propagation neural network: An application to planning end user system development", Information & Management 24, 1-8.
18. Mukhopadhyay, T., Vicinanza, S.S., and Prietula, M.J. (1992), "Examining the feasibility of a case-based reasoning model for software effort estimation", MIS Quarterly, June, 155-171.
19. O'Neil, P. (1994), Database: Principles, Programming, and Performance, Morgan Kaufmann, San Mateo, CA.
20. Pao, Y.H. (1990), "Knowledge in the form of patterns and neural network computing", in: H. Adeli, ed., Knowledge Engineering, Vol. I, McGraw-Hill, New York, NY.
21. Quinlan, J.R. (1979), "Discovering rules by induction from large collections of examples", in: D. Michie, ed., Expert Systems in the Micro-Electronic Age, Edinburgh University Press, Edinburgh.
22. Quinlan, J.R. (1993), C4.5 Programs for Machine Learning, Morgan Kaufmann, San Mateo, CA.
23. Rumelhart, D.E., Hinton, G.E., and Williams, R.J. (1986), "Learning representations by back-propagating errors". Nature 323(6188), 533-536.
24. Russell, S. and Norvig, P. (1995), Artificial Intelligence: A Modern Approach, Prentice-Hall, Englewood Cliffs, NJ.
25. Shaw, M.J.P. and Gentry, J.A. (1988), "Using an expert system with inductive learning to evaluate business loans", Journal of Financial Management, Autumn, 45-56.
26. Simon, H.A. (1977), The New Science of Management Decision, Prentice-Hall, Englewood Cliffs, NJ.
27. Stanfill, C., and Kahle, B. (1986), "Parallel free text search on the connection machine system", Communications of the ACM 29(12), 1229-1239.
28. Stanfill, C., and Waltz, D. (1986), "Toward memory-based reasoning", Communications of the ACM 29(12), 1213-1228.
29. Stottler, R.H. (1994), "CBR for cost and sales prediction", AI Expert, August 1994, 25-33.
30. Vrooman, G. (1991), "Commercializing case based reasoning technology", AI Magazine, Summer 1991, 43-47.