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• W2951316418 abstract "We exploit qualitative probabilistic relationships among variables for computing bounds of conditional probability distributions of interest in Bayesian networks. Using the signs of qualitative relationships, we can implement abstraction operations that are guaranteed to bound the distributions of interest in the desired direction. By evaluating incrementally improved approximate networks, our algorithm obtains monotonically tightening bounds that converge to exact distributions. For supermodular utility functions, the tightening bounds monotonically reduce the set of admissible decision alternatives as well." @default.
• W2951316418 created "2019-06-27" @default.
• W2951316418 creator A5002102744 @default.
• W2951316418 creator A5005169817 @default.
• W2951316418 date "2013-01-30" @default.
• W2951316418 modified "2023-09-27" @default.
• W2951316418 title "Using Qualitative Relationships for Bounding Probability Distributions" @default.
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• W2951316418 hasPublicationYear "2013" @default.
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