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markov equivalence

33 papers

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Co-occurring keywords

causal discovery (460) graphical model (864) directed acyclic graph (245) structure learning (341) causal inference (1630) markov equivalence class (37) bayesian network (378) causal structure (88) partial ancestral graph (7) causal identification (37)

Papers

On Causal Identification under Markov Equivalence IJCAI 2019
Learning Bayesian Networks by Branching on Constraints PGM 2018
Enumerating Equivalence Classes of Bayesian Networks using EC Graphs AISTATS 2016
Exact Bayesian Learning of Ancestor Relations in Bayesian Networks AISTATS 2015
Order-Independent Constraint-Based Causal Structure Learning JMLR 2014
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2012
A Graphical Representation of Equivalence Classes of AMP Chain Graphs JMLR 2006
On Inclusion-Driven Learning of Bayesian Networks JMLR 2003