Uncertainty in Artificial Intelligence
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Dynamic Construction of Belief Networks
Robert Goldman, Eugene Charniak
Abstract:
We describe a method for incrementally constructing belief networks. We have developed a network-construction language similar to a forward-chaining language using data dependencies, but with additional features for specifying distributions. Using this language, we can define parameterized classes of probabilistic models. These parameterized models make it possible to apply probabilistic reasoning to problems for which it is impractical to have a single large static model.
Keywords: null
Pages: 171-184
PS Link:
PDF Link: /papers/90/p171-goldman.pdf
BibTex:
@INPROCEEDINGS{Goldman90,
AUTHOR = "Robert Goldman and Eugene Charniak",
TITLE = "Dynamic Construction of Belief Networks",
BOOKTITLE = "Uncertainty in Artificial Intelligence 6 Annual Conference on Uncertainty in Artificial Intelligence (UAI-90)",
PUBLISHER = "Elsevier Science",
ADDRESS = "Amsterdam, NL",
YEAR = "1990",
PAGES = "171--184"
}


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