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Conditional Plausibility Measures and Bayesian Networks

27 July 2014
Joseph Y. Halpern
    TPM
ArXiv (abs)PDFHTML
Abstract

A general notion of algebraic conditional plausibility measures is defined. Probability measures, ranking functions, possibility measures, and (under the appropriate definitions) sets of probability measures can all be viewed as defining algebraic conditional plausibility measures. It is shown that the technology of Bayesian networks can be applied to algebraic conditional plausibility measures.

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