Sensitivity analysis of violations of the faithfulness assumption

DOI10.1080/00949655.2012.755975zbMath1453.62532OpenAlexW2082408518MaRDI QIDQ5220013

Ingeborg Waernbaum, Björn Andersson

Publication date: 9 March 2020

Published in: Journal of Statistical Computation and Simulation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/00949655.2012.755975

zbMATH Keywords

graphical modelsmodel searchstructure learningskeletonDAG

Mathematics Subject Classification ID

Probabilistic graphical models (62H22)

Uses Software

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• TETRAD

Cites Work

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• The max-min hill-climbing Bayesian network structure learning algorithm
• Causation, prediction, and search
• Conservative independence-based causal structure learning in absence of adjacency faithfulness
• Covariate selection for the nonparametric estimation of an average treatment effect

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