linear structural equation model

PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects AAAI 2025 Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022 Intervention target estimation in the presence of latent variables UAI 2022 Partially adaptive regularized multiple regression analysis for estimating linear causal effects UAI 2022 Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery AAAI 2022 Robust identifiability in linear structural equation models of causal inference UAI 2022 Inference of causal effects when control variables are unknown UAI 2021 Scalable Intervention Target Estimation in Linear Models NeurIPS 2021 Testing Independence Between Linear Combinations for Causal Discovery AAAI 2021 Stability of Linear Structural Equation Models of Causal Inference UAI 2019 Identification and Overidentification of Linear Structural Equation Models NeurIPS 2016 High-Dimensional Learning of Linear Causal Networks via Inverse Covariance Estimation JMLR 2014 Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012