DocumentCode
1502840
Title
Proof of the correctness of EMYCIN sequential propagation under conditional independence assumptions
Author
Xudong Luo ; Chengqi Zhang
Author_Institution
Dept. of Comput. Sci. & Eng., Chinese Univ. of Hong Kong, Shatin
Volume
11
Issue
2
fYear
1999
Firstpage
355
Lastpage
359
Abstract
In this paper, we prove that, under the assumption of conditional independence, the EMYCIN formula for sequential propagation can be derived strictly from the definition of the certainty factor according to probability theory. J.B. Adams (1984) and S. Schocken (1988) have proved that the EMYCIN formula for parallel propagation is partially consistent with probability theory. Our result supplements their contributions and, together with theirs, explains why the EMYCIN certainty factor model works reasonably well
Keywords
expert systems; probability; uncertainty handling; EMYCIN; certainty factor model; conditional independence assumptions; correctness proof; expert system; parallel propagation; probability theory; sequential propagation; uncertainty; Expert systems; Humans; Uncertainty;
fLanguage
English
Journal_Title
Knowledge and Data Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1041-4347
Type
jour
DOI
10.1109/69.761668
Filename
761668
Link To Document