Uncertainty in Artificial Intelligence
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Evidence Absorption and Propagation Through Evidence Reversals
Ross Shachter
Abstract:
The arc reversal/node reduction approach to probabilistic inference is extended to include the case of instantiated evidence by an operation called "evidence reversal." This not only provides a technique for computing posterior joint distributions on general belief networks, but also provides insight into the methods of Pearl [1986b] and Lauritzen and Spiegelhalter [1988]. Although it is well understood that the latter two algorithms are closely related, in fact all three algorithms are identical whenever the belief network is a forest.
Keywords: null
Pages: 173-190
PS Link:
PDF Link: /papers/89/p173-shachter.pdf
BibTex:
@INPROCEEDINGS{Shachter89,
AUTHOR = "Ross Shachter ",
TITLE = "Evidence Absorption and Propagation Through Evidence Reversals",
BOOKTITLE = "Uncertainty in Artificial Intelligence 5 Annual Conference on Uncertainty in Artificial Intelligence (UAI-89)",
PUBLISHER = "Elsevier Science",
ADDRESS = "Amsterdam, NL",
YEAR = "1989",
PAGES = "173--190"
}


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