Robust estimation of Gaussian linear structural equation models with equal error variances

DOI10.1007/s42952-021-00160-2zbMath1496.62102OpenAlexW4205343429MaRDI QIDQ2089023

Sion Park, Gunwoong Park

Publication date: 6 October 2022

Published in: Journal of the Korean Statistical Society (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s42952-021-00160-2

zbMATH Keywords

robustnessoutlierBayesian networkgraphical modelstructural equation model

Mathematics Subject Classification ID

Robustness and adaptive procedures (parametric inference) (62F35) Learning and adaptive systems in artificial intelligence (68T05) Probabilistic graphical models (62H22)

Related Items (2)

Densely connected sub-Gaussian linear structural equation model learning via \(\ell_1\)- and \(\ell_2\)-regularized regressions ⋮ Computationally Efficient Learning of Gaussian Linear Structural Equation Models with Equal Error Variances

Uses Software

• TETRAD

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Geometry of the faithfulness assumption in causal inference
• Addendum on the scoring of Gaussian directed acyclic graphical models
• The three faces of faithfulness
• Learning high-dimensional Gaussian linear structural equation models with heterogeneous error variances
• Causation, prediction, and search
• Identifiability of Gaussian linear structural equation models with homogeneous and heterogeneous error variances
• Robust Gaussian graphical modeling
• High-dimensional learning of linear causal networks via inverse covariance estimation
• 10.1162/153244303321897717
• On causal discovery with an equal-variance assumption
• Identifiability of Gaussian structural equation models with equal error variances

This page was built for publication: Robust estimation of Gaussian linear structural equation models with equal error variances