Artificial Intelligence
Complexity of finding embeddings in a k-tree
SIAM Journal on Algebraic and Discrete Methods
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Reasoning with belief functions: an analysis of compatibility
International Journal of Approximate Reasoning
Constraint propagation with imprecise conditional probabilities
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Bayesian networks applied to therapy monitoring
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
An efficient implementation of belief function propagation
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Two views of belief: belief as generalized probability and belief as evidence
Artificial Intelligence
Abstract probabilistic modeling of action
Proceedings of the first international conference on Artificial intelligence planning systems
A computational scheme for reasoning in dynamic probabilistic networks
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Towards precision of probabilistic bounds propagation
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Real-world applications of Bayesian networks
Communications of the ACM
Probability Intervals Over Influence Diagrams
IEEE Transactions on Pattern Analysis and Machine Intelligence
Axioms for probability and belief-function proagation
UAI '88 Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence
Independence with lower and upper probabilities
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Graphical models for imprecise probabilities
International Journal of Approximate Reasoning
Irrelevance and independence relations in Quasi-Bayesian networks
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Using qualitative relationships for bounding probability distributions
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Robustness analysis of Bayesian networks with local convex sets of distributions
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Independence with lower and upper probabilities
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
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Lower and upper probabilities, also known as Choquet capacities, are widely used as a convenient representation for sets of probability distributions. This paper presents a graphical decomposition and exact propagation algorithm for computing marginal posteriors of 2-monotone lower probabilities (equivalently, 2-alternating upper probabilities).