A uniformly consistent estimator of causal effects under the \(k\)-triangle-faithfulness assumption

DOI10.1214/13-STS429zbMath1331.62277arXiv1502.00829OpenAlexW3101504920MaRDI QIDQ252822

Peter Spirtes, Jiji Zhang

Publication date: 4 March 2016

Published in: Statistical Science (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1502.00829

zbMATH Keywords

Bayesian networksestimationmodel selectioncausal inferencemodel searchstructural equation modelsuniform consistency

Mathematics Subject Classification ID

Multivariate analysis (62H99) Estimation in multivariate analysis (62H12)

Related Items

Geometry of the faithfulness assumption in causal inference ⋮ The three faces of faithfulness ⋮ Faithfulness of Probability Distributions and Graphs ⋮ Logic of causal inference from data under presence of latent confounders

Uses Software

• pcalg
• TETRAD

Cites Work

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• Geometry of the faithfulness assumption in causal inference
• Intervention, determinism, and the causal minimality condition
• Learning high-dimensional directed acyclic graphs with latent and selection variables
• Hypersurfaces and their singularities in partial correlation testing
• Causation, prediction, and search
• Uniform consistency in causal inference