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Lower and upper probabilities, also known as Choquet capacities, are widelyused as a convenient representation for sets of probability distributions. Thispaper presents a graphical decomposition and exact propagation algorithm forcomputing marginal posteriors of 2-monotone lower probabilities (equivalently,2-alternating upper probabilities).

Propagation of 2-Monotone Lower Probabilities on an Undirected Graph