Uncertainty in Artificial Intelligence
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Generating Graphoids from Generalised Conditional Probability
Nic Wilson
Abstract:
We take a general approach to uncertainty on product spaces, and give sufficient conditions for the independence structures of uncertainty measures to satisfy graphoid properties. Since these conditions are arguably more intuitive than some of the graphoid properties, they can be viewed as explanations why probability and certain other formalisms generate graphoids. The conditions include a sufficient condition for the Intersection property which can still apply even if there is a strong logical relations hip between the variables. We indicate how these results can be used to produce theories of qualitative conditional probability which are semi-graphoids and graphoids.
Keywords: Graphoids, Conditional Independence, Qualitative Probability.
Pages: 583-590
PS Link:
PDF Link: /papers/94/p583-wilson.pdf
BibTex:
@INPROCEEDINGS{Wilson94,
AUTHOR = "Nic Wilson ",
TITLE = "Generating Graphoids from Generalised Conditional Probability",
BOOKTITLE = "Proceedings of the Tenth Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-94)",
PUBLISHER = "Morgan Kaufmann",
ADDRESS = "San Francisco, CA",
YEAR = "1994",
PAGES = "583--590"
}


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