Artificial Intelligence
Journal of Complexity
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Representing and reasoning with probabilistic knowledge: a logical approach to probabilities
Representing and reasoning with probabilistic knowledge: a logical approach to probabilities
Probabilistic logic programming
Information and Computation
Probabilistic Horn abduction and Bayesian networks
Artificial Intelligence
Decision Support Systems - Special issue on logic modeling
Probabilistic deductive databases
ILPS '94 Proceedings of the 1994 International Symposium on Logic programming
PP is closed under intersection
Selected papers of the 23rd annual ACM symposium on Theory of computing
Answering queries from context-sensitive probabilistic knowledge bases
Selected papers from the international workshop on Uncertainty in databases and deductive systems
A logical notion of conditional independence: properties and applications
Artificial Intelligence - Special issue on relevance
Bucket elimination: a unifying framework for reasoning
Artificial Intelligence
Probabilistic logic programming with conditional constraints
ACM Transactions on Computational Logic (TOCL)
Logic for Applications
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
Complex Probabilistic Modeling with Recursive Relational Bayesian Networks
Annals of Mathematics and Artificial Intelligence
Learning Probabilistic Models of Relational Structure
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Algorithms for Conditioning on Events of Zero Lower Probability
Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference
Hybrid Processing of Beliefs and Constraints
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Phase Transitions and Backbones of 3-SAT and Maximum 3-SAT
CP '01 Proceedings of the 7th International Conference on Principles and Practice of Constraint Programming
P-SHOQ(D): A Probabilistic Extension of SHOQ(D) for Probabilistic Ontologies in the Semantic Web
JELIA '02 Proceedings of the European Conference on Logics in Artificial Intelligence
Reasoning about Uncertainty
Mixtures of deterministic-probabilistic networks and their AND/OR search space
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
An Investigation of the Laws of Thought
An Investigation of the Laws of Thought
Machine Learning
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
Discrete Linear-time Probabilistic Logics: Completeness, Decidability and Complexity
Journal of Logic and Computation
Learning Bayesian Networks
Computing lower and upper expectations under epistemic independence
International Journal of Approximate Reasoning
MPE and partial inversion in lifted probabilistic variable elimination
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Exploiting causal independence in Bayesian network inference
Journal of Artificial Intelligence Research
First-order probabilistic inference
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Compiling Bayesian networks with local structure
IJCAI'05 Proceedings of the 19th international joint conference on Artificial 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
UAI'97 Proceedings of the Thirteenth conference on Uncertainty 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
Loopy Propagation in a Probabilistic Description Logic
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
Automated compilation of Object-Oriented Probabilistic Relational Models
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
Probabilistic Logic with Conditional Independence Formulae
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
Artificial Intelligence
Structured probabilistic inference
International Journal of Approximate Reasoning
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This paper investigates probabilistic logics endowed with independence relations. We review propositional probabilistic languages without and with independence. We then consider graph-theoretic representations for propositional probabilistic logic with independence; complexity is analyzed, algorithms are derived, and examples are discussed. Finally, we examine a restricted first-order probabilistic logic that generalizes relational Bayesian networks.