J. Y. Halpern (2001) Conditional Plausibility Measures and Bayesian Networks

J. Y. Halpern (2001) "Conditional Plausibility Measures and Bayesian Networks", Volume 14, pages 359-389

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 algebraic conditional plausibility measures can be represented using Bayesian networks.

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