Credal networks

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

Graphoid properties of epistemic irrelevance and independence

Annals of Mathematics and Artificial Intelligence

Epistemic irrelevance on sets of desirable gambles

Annals of Mathematics and Artificial Intelligence

Fast algorithms for robust classification with Bayesian nets

International Journal of Approximate Reasoning

Computing lower and upper expectations under epistemic independence

International Journal of Approximate Reasoning

Hill-climbing and branch-and-bound algorithms for exact and approximate inference in credal networks

International Journal of Approximate Reasoning

Partially observable Markov decision processes with imprecise parameters

Artificial Intelligence

Approximate algorithms for credal networks with binary variables

International Journal of Approximate Reasoning

Imprecise probability trees: Bridging two theories of imprecise probability

Artificial Intelligence

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

International Journal of Approximate Reasoning

Loopy Propagation in a Probabilistic Description Logic

SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management

Updating coherent previsions on finite spaces

Fuzzy Sets and Systems

Credal networks for military identification problems

International Journal of Approximate Reasoning

Modeling Unreliable Observations in Bayesian Networks by Credal Networks

SUM '09 Proceedings of the 3rd International Conference on Scalable Uncertainty Management

Conditional plausibility measures and Bayesian networks

Journal of Artificial Intelligence Research

Conservative inference rule for uncertain reasoning under incompleteness

Journal of Artificial Intelligence Research

Imprecise markov chains and their limit behavior

Probability in the Engineering and Informational Sciences

The inferential complexity of Bayesian and credal networks

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

Discussion: Further thoughts on possibilistic previsions: A rejoinder

Fuzzy Sets and Systems

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

Probabilistic Logic with Conditional Independence Formulae

Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence

Credal sets approximation by lower probabilities: application to credal networks

IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty

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

International Journal of Approximate Reasoning

Probabilistic Logic with Conditional Independence Formulae

Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium

Efficient solutions to factored MDPs with imprecise transition probabilities

Artificial Intelligence

Independent natural extension

Artificial Intelligence

Review: Bayesian networks in environmental modelling

Environmental Modelling & Software

Inference with separately specified sets of probabilities in credal networks

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

Updating with incomplete observations

UAI'03 Proceedings of the Nineteenth 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

Probabilistic logic with strong independence

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

Position Paper: The role of expert opinion in environmental modelling

Environmental Modelling & Software

Updating credal networks is approximable in polynomial time

International Journal of Approximate Reasoning

On dependence in second-order probability

SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management

Irrelevant and independent natural extension for sets of desirable gambles

Journal of Artificial Intelligence Research

Approximating credal network inferences by linear programming

ECSQARU'13 Proceedings of the 12th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty

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

Artificial Intelligence

Kuznetsov independence for interval-valued expectations and sets of probability distributions: Properties and algorithms

International Journal of Approximate Reasoning