The three faces of faithfulness

DOI10.1007/s11229-015-0673-9zbMathNoneOpenAlexW2041170206MaRDI QIDQ516294

Peter Spirtes, Jiji Zhang

Publication date: 14 March 2017

Published in: Synthese (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s11229-015-0673-9

zbMATH Keywords

graphical modelscausal inferencefaithfulnessBayes nets

Mathematics Subject Classification ID

Foundations and philosophical topics in statistics (62A01) Probability and inductive logic (03B48) Logic in the philosophy of science (03A10)

Related Items (9)

Identifiability of Gaussian linear structural equation models with homogeneous and heterogeneous error variances ⋮ Unnamed Item ⋮ Unnamed Item ⋮ Causal structure learning: a combinatorial perspective ⋮ Densely connected sub-Gaussian linear structural equation model learning via \(\ell_1\)- and \(\ell_2\)-regularized regressions ⋮ Model free estimation of graphical model using gene expression data ⋮ Introduction to the special issue ``Causation, probability, and truth -- the philosophy of Clark Glymour ⋮ Clark Glymour's responses to the contributions to the Synthese special issue ``Causation, probability, and truth: the philosophy of Clark Glymour ⋮ Robust estimation of Gaussian linear structural equation models with equal error variances

Uses Software

• pcalg
• TETRAD

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• A uniformly consistent estimator of causal effects under the \(k\)-triangle-faithfulness assumption
• Causation, prediction, and search
• High-dimensional learning of linear causal networks via inverse covariance estimation
• A Comparison of Three Occam's Razors for Markovian Causal Models
• Independence, Invariance and the Causal Markov Condition

This page was built for publication: The three faces of faithfulness