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markov equivalence class

37 papers

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Also known as

MEC

Co-occurring keywords

causal discovery (460) directed acyclic graph (245) causal inference (1630) causal graph (140) graphical model (864) causal structure learning (63) markov equivalence (33) bayesian network (378) causal structure (88) structure learning (341)

Papers

Minimal enumeration of all possible total effects in a Markov equivalence class AISTATS 2021
Scalable Intervention Target Estimation in Linear Models NIPS 2021
Estimating Identifiable Causal Effects on Markov Equivalence Class through Double Machine Learning ICML 2021
LazyIter: A Fast Algorithm for Counting Markov Equivalent DAGs and Designing Experiments ICML 2020
Knowledge Transfer for Learning Markov Equivalence Classes PGM 2020
Size of Interventional Markov Equivalence Classes in random DAG models AISTATS 2019
Recursively Learning Causal Structures Using Regression-Based Conditional Independence Test AAAI 2019
Characterizing and Learning Equivalence Classes of Causal DAGs under Interventions ICML 2018
Learning Bayesian Networks by Branching on Constraints PGM 2018
Counting and Exploring Sizes of Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2015
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2012
Active Learning of Causal Networks with Intervention Experiments and Optimal Designs JMLR 2008