Title :
Some problems related with probabilistic interpretations for certainty factors
Author :
Dan, Qiu ; Dudeck, J.
Author_Institution :
Inst. for Med. Inf., Giessen Univ., Germany
Abstract :
Some problems identified by J.B. Adams (Mathemat. Biosciences, vol.32, p.177, 1976) in the MYCIN-model are discussed. It is found that these problems are related only with an inappropriate interpretation for certainty factors assigned to rules. This interpretation is purely formal and has no influence upon the actual elicitation and use of such factors. It is pointed out that one of D. Heckerman´s (1986) arguments about the MYCIN-model is incorrect. Then, the interpretations for certainty factors given by Heckerman, namely, CF1, CF2 , are critically reviewed. It is shown that similar problems to those in the original MYCIN-model exist also in CF1 and CF 2. This supports further the point of view that certainty factors should not be interpreted as a measure of belief-updating
Keywords :
blood; medical diagnostic computing; medical expert systems; patient diagnosis; probability; MYCIN-model; belief-updating; blood infection; certainty factors; expert system; probabilistic interpretations; Antibiotics; Application software; Artificial intelligence; Biomedical informatics; Blood; Diagnostic expert systems; Expert systems; Probability; Problem-solving; Production systems;
Conference_Titel :
Computer-Based Medical Systems, 1992. Proceedings., Fifth Annual IEEE Symposium on
Conference_Location :
Durham, NC
Print_ISBN :
0-8186-2742-5
DOI :
10.1109/CBMS.1992.245013