Uncertainty in Artificial Intelligence
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Propagation of 2-Monotone Lower Probabilities on an Undirected Graph
Lonnie Chrisman
Abstract:
Lower and upper probabilities, also known as Choquet capacities, are widely used as a convenient representation for sets of probability distributions. This paper presents a graphical decomposition and exact propagation algorithm for computing marginal posteriors of 2-monotone lower probabilities (equivalently, 2-alternating upper probabilities).
Keywords: Lower probability, choquet capacity, propagation, (undirected)graphical decompositio
Pages: 178-185
PS Link: http://www.cs.cmu.edu/~chrisman/mypapers/uai96a.html
PDF Link: /papers/96/p178-chrisman.pdf
BibTex:
@INPROCEEDINGS{Chrisman96,
AUTHOR = "Lonnie Chrisman ",
TITLE = "Propagation of 2-Monotone Lower Probabilities on an Undirected Graph",
BOOKTITLE = "Proceedings of the Twelfth Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-96)",
PUBLISHER = "Morgan Kaufmann",
ADDRESS = "San Francisco, CA",
YEAR = "1996",
PAGES = "178--185"
}


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