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A local method for identifying causal relations under Markov equivalence

Zhuangyan Fang, Yue Liu, Zhi Geng, Shengyu Zhu, Yangbo He

2022Artificial Intelligence12 citationsDOIOpen Access PDF

Topics & Concepts

Directed acyclic graphGraphical modelConditional independenceCausality (physics)Markov chainCausal modelVariable (mathematics)Causal structureMathematicsArtificial intelligenceComputer scienceIndependence (probability theory)Markov modelTheoretical computer scienceMachine learningAlgorithmStatisticsQuantum mechanicsPhysicsMathematical analysisBayesian Modeling and Causal InferenceCognitive Science and MappingAdvanced Graph Neural Networks
A local method for identifying causal relations under Markov equivalence | Litcius