Hybrid propagation in junction trees

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Abstract

We introduce a methodology for performing approximate computations in complex probabilistic expert systems, when some components can be handled exactly and others require approximation or simulation. This is illustrated by means of a modified version of the familiar 'chest-clinic' problem.

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Dawid, A. P., Kjmrulff, U., & Lauritzen, S. L. (2014). Hybrid propagation in junction trees. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 945, 85–97. https://doi.org/10.1007/bfb0035940

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