scientific article; zbMATH DE number 6860825

zbMath1442.62134MaRDI QIDQ4637045

No author found.

Publication date: 17 April 2018

Full work available at URL: http://jmlr.csail.mit.edu/papers/v18/17-014.html

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zbMATH Keywords

causalityinstrumental variablescausal discoveryfull causal graphlocal graphical criteria

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Probabilistic graphical models (62H22)

Uses Software

• pcalg
• TETRAD

Cites Work

• Half-trek criterion for generic identifiability of linear structural equation models
• Estimation of causal effects using linear non-Gaussian causal models with hidden variables
• Trek separation for Gaussian graphical models
• Estimating high-dimensional intervention effects from observational data
• Causation, prediction, and search
• Distributional equivalence and structure learning for bow-free acyclic path diagrams
• Ancestral graph Markov models.
• Least angle regression. (With discussion)
• Model choice in generalised linear models: a Bayesian approach via Kullback-Leibler projections
• ParceLiNGAM: A Causal Ordering Method Robust Against Latent Confounders
• Mendelian randomization as an instrumental variable approach to causal inference
• Analyse générale des liaisons stochastiques: etude particulière de l'analyse factorielle linéaire
• Bayesian inference via projections
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