2U: an exact interval propagation algorithm for polytrees with binary variables

Strong Conditional Independence for Credal Sets

Annals of Mathematics and Artificial Intelligence

Evidence Propagation in Credal Networks: An Exact Algorithm Based on Separately Specified Sets of Probability

SBIA '02 Proceedings of the 16th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence

Credal Classification for Dementia Screening

AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine

Propositional and relational Bayesian networks associated with imprecise and qualitative probabilistic assessments

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

Updating beliefs with incomplete observations

Artificial Intelligence

Computing lower and upper expectations under epistemic independence

International Journal of Approximate Reasoning

Approximate algorithms for credal networks with binary variables

International Journal of Approximate Reasoning

Decision-theoretic specification of credal networks: A unified language for uncertain modeling with sets of Bayesian networks

International Journal of Approximate Reasoning

Binarization Algorithms for Approximate Updating in Credal Nets

Proceedings of the 2006 conference on STAIRS 2006: Proceedings of the Third Starting AI Researchers' Symposium

Planning under risk and Knightian uncertainty

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

The inferential complexity of Bayesian and credal networks

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

Graphical models for imprecise probabilities

International Journal of Approximate Reasoning

Inference in credal networks: branch-and-bound methods and the A/R+ algorithm

International Journal of Approximate Reasoning

Complexity analysis and variational inference for interpretation-based probabilistic description logics

UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence

Generalized loopy 2U: A new algorithm for approximate inference in credal networks

International Journal of Approximate Reasoning

Epistemic irrelevance in credal nets: The case of imprecise Markov trees

International Journal of Approximate Reasoning

Inference with separately specified sets of probabilities in credal networks

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Separation properties of sets of probability measures

UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence

Credal networks under maximum entropy

UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence

Inference in polytrees with sets of probabilities

UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence

Unifying nondeterministic and probabilistic planning through imprecise markov decision processes

IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence

Updating credal networks is approximable in polynomial time

International Journal of Approximate Reasoning

On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables

Artificial Intelligence