A Case-Based Model that Integrates Specific and General Knowledge in Reasoning

Applied Intelligence

Volumn 7, Issue 1, 1997, Pages 79-90

  Reategui, Eliseo B ^a,c,d   Campbell, John A ^a,e,f,g,h,i   Leão, Beatriz F ^b,j,k,l  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

^b INSTITUTO DE CARDIOLOGIA DO RIO GRANDE DO SUL   (Brazil)

^c PONTIFICAL CATHOLIC UNIVERSITY OF RIO GRANDE DO SUL   (Brazil)

^d Universidade Federal do RS   (Brazil)

^e UNIVERSITY OF ADELAIDE   (Australia)

^f MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^g UNIVERSITY OF CAMBRIDGE   (United Kingdom)

^h UNIVERSITY OF OXFORD   (United Kingdom)

ⁱ Royal Society of Sciences   (Brazil)

^j FEDERAL UNIVERSITY OF RIO GRANDE DO SUL   (Brazil)

^k FEDERAL UNIVERSITY OF SÃO PAULO   (Brazil)

^l ERASMUS UNIVERSITY ROTTERDAM   (Netherlands)

more..

Author keywords

Case based reasoning; Learning; Medical expert systems

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER AIDED DIAGNOSIS; DATABASE SYSTEMS; EXPERT SYSTEMS; LEARNING ALGORITHMS;

CASE BASED REASONING (CBR); MEDICAL EXPERT SYSTEM; SOFTWARE PACKAGE HYCONES;

MEDICAL COMPUTING;

EID: 0030811421     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1008284721530     Document Type: Article

References (27)

1. L.K. Branting, "Integrating generalizations with exemplar-based reasoning," in Proceedings of the Eleventh Annual Conference of the Cognitive Science Society, Nov. 1989, pp. 139-146.
2. J. Dinsmore, "Thunder in the gap," in The Connectionist and the Symbolic Paradigm: Closing the Gap, edited by J. Dinsmore, Lawrence Erlbaum: Hillsdale, NJ, 1992, pp. 1-23.
3. W.K. Estes, "Learning, memory and intelligence," in The Handbook of Human Intelligence, edited by R.J. Sternberg, Cambridge University Press: Cambridge, 1984, pp. 170-224..
4. K. Hammond, "CHEF: A model of case-based planning," in Proceedings of AAAI-86, AAAI Press/MIT Press: Cambridge, MA, 1986.
5. R. Hull and R. King, "Semantic database modeling: survey, applications, and research issues," ACM Computing Surveys, vol. 19, pp. 201-260, 1987.
6. J. Kolodner, "Maintaining organization in a dynamic long-term memory," Cognitive Science, vol. 7, pp. 243-280, 1983.
7. J. Kolodner, Case-Based Reasoning. Morgan Kaufmann: San Mateo, CA, 1993.
8. P. Koton, "Reasoning about evidence in causal explanations," in Proceedings of AAAI-88, Saint Paul, Minnesota, AAAI Press: Cambridge, MA, Aug. 1988, pp. 256-261.
9. B.F. Leão and E.B. Reategui, "A hybrid connectionist expert system to solve classificational problems," in Proceedings of Computers in Cardiology, London, UK, 1993.
10. B.F. Leão and A.F. Rocha. "Proposed methodology for knowledge acquisition: A study on congenital heart disease diagnosis," Methods of Information in Medicine, vol. 29, pp. 30-40, 1990.
11. R.J. Machado and A.F. Rocha, "The combinatorial neural network: A connectionist model for knowledge based systems," in Uncertainty in knowledge bases, edited by B. Bouchon-Meunier, R.R. Yager, and L.A. Zadeh, Springer-Verlag: Berlin, 1990.
12. R.J. Machado and A.F. Rocha, "A hybrid architecture for fuzzy connectionist expert systems," in Hybrid architectures for intelligent systems, edited by A. Kandel and G. Langholz, CRC Press: Boca Raton, FL, pp. 135-152, 1992.
13. L.R. Medsker and D.L. Bailey, "Models and guidelines for integrating expert systems and neural networks," in Hybrid architectures for intelligent systems, edited by A. Kandel and G. Langholz, CRC Press: Boca Raton, FL, pp. 329-344, 1992.
14. R.A. Miller et al., "Internist-I: An experimental computer-based diagnostic consultant for general internal medicine," in Computer-assisted medical decision making, edited by J.A. Reggia and T. Stanley, Springer-Verlag: New York, vol. 2, pp. 139-158, 1986.
15. B.W. Porter, R. Bareiss, and R.C. Holte, "Concept learning and heuristic classification in weak theory domains," Artificial Intelligence, vol. 45, no. 1-2, pp. 229-263, Sept. 1990.
16. J.R. Quinlan, "Induction of decision trees," Machine Learning, vol. 1, no. 1, pp. 81-106, 1986.
17. J.R. Quinlan, C4.5 Programs for Machine Learning. Morgan Kaufmann: San Mateo, CA, 1993.
18. E.B. Reategui and J. Campbell, "A classification system for credit card transactions," in Advances in Case-Based Reasoning: Second European Workshop EWCBR-94, edited by J.-P. Haton, M. Keane, and M. Manago, Springer-Verlag: Chantilly, France, pp. 280-291, 1995.
19. E.B. Reategui and B.F. Leão, "Integrating neural networks with the formalism of frames," in Proceedings of the World Congress on Neural Network, edited by S. Grossberg, Lawrence Erlbaum: Portland, Oregon, 1993.
20. C.K. Riesbeck and R.C. Schank, Inside case-based reasoning, Lawrence Erlbaum: Hillsdale, NJ, 1989.
21. E.L. Rissland and D.B. Skalak, "Combining case-based and rule-base reasoning: A heuristic approach," in Proceedings of International Joint Conference on Artificial Intelligence, Detroit, 1989, pp. 524-530.
22. R.C. Schank, Dynamic Memory: A Theory of Understanding and Learning in Computers and People, Cambridge University Press: Cambridge, 1982.
23. R.J. Sternberg, "Reasoning, problem solving and intelligence," in The Handbook of Human Intelligence, edited by R.J. Sternberg, Cambridge University Press: Cambridge, 1984, pp. 225-307.
24. K. Sycara, "Using case-based reasoning for plan adaptation and repair," in Proceedings of the Case-Based Reasoning Workshop, edited by J. Kolodner, Morgan Kaufmann: Clearwater Beach, Florida, DARPA, 1988.
25. R.M. Turner, "Case-based and schema-based reasoning for problem solving," in Proceedings of the Case-Based Reasoning Workshop, edited by K.J. Hammond, Morgan Kaufmann: Pensacola Beach, Florida, DARPA, 1989, pp. 341-344.
26. K. Uehara, M. Tanizawa, and S. Maekawa, "Pbl: Prototype-based learning algorithm," in Proceedings of the First European Workshop on Case-Based Reasoning, edited by K.-D. Althoff, K. Richter, and S. Wess, Kaiserslautern, 1993, pp. 160-165.
27. J. Zeleznikow, D. Hunter, and G. Vossos, "Integrating rule-based and case-based reasoning with information retrieval: The ikbals project," in Proceedings of the First European Workshop on Case-Based Reasoning, edited by K.-D. Althoff, K. Richter, and S. Wess, Kaiserslautern, Nov. 1993, pp. 341-346.