Case-based learning of plans and goal states in medical diagnosis

Artificial Intelligence in Medicine

Volumn 9, Issue 1, 1997, Pages 29-60

  López, Beatriz ^a   Plaza, Enric ^a  

^a CSIC   (Spain)

Author keywords

adaptive planning; case based reasoning; goal state learning; learning from experience; learning medical diagnosis

Indexed keywords

COMPUTER ARCHITECTURE; DISEASES; INFORMATION RETRIEVAL; KNOWLEDGE BASED SYSTEMS;

CASE BASED SYSTEM BOLERO;

COMPUTER AIDED DIAGNOSIS;

COMPUTER PROGRAM; DIAGNOSIS; LEARNING; PNEUMONIA; PRIORITY JOURNAL; REVIEW;

EID: 0342711245     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0933-3657(96)00360-0     Document Type: Article

References (22)

1. J. Agustí, F. Esteva, P. Garcia, L. Godó, R. López de Màntaras, J. Puyol, C. Sierra and L. Murgui, Structured local fuzzy logics in MILORD, in L. Zadeh and J. Kacprzyk, eds., Fuzzy Logic for the Management of Uncertainty (Wiley-Interscience, Professional Computing Series, New York, 1992) 523-551.
2. R.K. Belew, Paradigmatic over-fitting. Personal Communication, 1992.
3. M.A. Belmonte, RENOIR: Un Sisiema Experio para la Ayuda en el Diagnóstico de Colagenosis y Artropatias Inflamatorias. (PhD Thesis, Universitat Autònoma de Barcelona, December 1990).
4. P.P. Bonissone and K.S. Decker, Selecting uncertainty calculi and granularity: an experiment in trading-off precision and complexity, in L.N. Kanal and J.F. Lemmer, eds., Uncertainty in Artificial Intelligence (Elsevier/North Holland, Amsterdam, 1986) 217-247.
5. J. Carbonell, Scaling up knowledge based systems via machine learning. Key-note Presentation in the European Working Session on Learning, 1991.
6. R. Elio and P.B. Scharf, Modeling novice-to-expert shifts in problem-solving strategy and knowledge organization. Cogn Sci 14 (1990) 579-639.
7. J.H. Gennari, P. Langley and D. Fisher, Models of incremental concept formation, in J. Carbonell, ed., Machine Learning. Paradigms and Methods (MIT/Elsevier, 1990) 11-61.
8. T.R. Gruber, Automated knowledge acquisition for strategic knowledge. Machine Learning 4 (1989) 293-336.
9. K.J. Hammond, Opportunistic memory: storing and recalling suspended goals. In Proc. CBR Workshop, DARPA, 1988.
10. K.J. Hammond, Perspectives in Artificial Intelligence. Vol. 1. Case-Based Planning. Viewing Planning as a Memory Task (Academic Press, New York, 1989.
11. J.L. Kolodner, Extending problem solver capabilities through case-based inference. In Proc. Fourth IWML, 1987.
12. J.L. Kolodner and R.L. Simpson Jr. Problem solving and dynamic memory, in J.L. Kolodner and C.K. Riesbeck, eds., Experience, Memory and Reasoning, chapter 6. (Lawrence Erlbaum Associates, Hillsdale, NJ, 1986).
13. P. Koton, Reasoning about evidence in causal explanation. In Proc. AAAI, 1988.
14. B. López, Aprenentatge de plans per a sisiemes experts. (PhD Thesis, Universitat Politècnica de Catalunya, Facultat d'Informàtica de Barcelona, 1993).
15. B. López and E. Plaza, Aprendizaje de conocimientos de control para sistemes expertes. In Adas III Reunion Técnica de la Asociació Española para la Inteligencia Artificial, Madrid, November 1989.
16. P. Macs, Issues in computational reflection, in P. Maes and D. Nardi, eds., Meta-level Architectures and Reflection (Elsevier, Amsterdam, 1988) 21-35.
17. M.J. Pazzani and W. Sarrett, A framework for average case analysis /of conjunctive learning algorithms. Machine Learning 9 (1992) 349-372.
18. N. Piera, Ph. Desroches and J. Aguilar-Martin, LAMDA: an incremental conceptual clustering method. Technical Report 89420 (Laboratoire d'Automatique et d'Analyse des Systèmes (LAAS), 7, Avenue du Colonel Roche, 31077 Toulouse Cedex, France, 1989).
19. S.W. Tu, Y. Shahar, J. Dawes, J. Winkles, A.R. Puerta and M.A. Musen, A problem-solving model for episodic skeletan-plan refinement. Knowledge Acquisition 4 (1992) 197-216.
20. M.M. Veloso, Learning by analogical reasoning in general problem solving. (PhD Thesis, School of Computer Science, Carnegie Mellon University, August 1992).
21. A. Verdaguer, PNEUMON-IA: Desenvolupament i Validació d'un Sislema Expert d'Ajuda al Diagnòstic Mèdic. (PhD Thesis, Universitat Autònoma de Barcelona, July 1989).
22. A. Verdaguer, A. Patak, J.J. Sancho, C. Sierra and F. Sanz, Validation of the medical expert system PNEUMON-IA. Comput Biomed Res 25 (1992).