Graphical Criteria for Efficient Total Effect Estimation Via Adjustment in Causal Linear Models

Autor: Leonard Henckel, Emilija Perković, Marloes H. Maathuis

Publikováno v: Henckel, L, Perković, E & Maathuis, M H 2022, ' Graphical criteria for efficient total effect estimation via adjustment in causal linear models ', Journal of the Royal Statistical Society. Series B: Statistical Methodology, vol. 84, no. 2, pp. 579-599 . https://doi.org/10.1111/rssb.12451
Journal of the Royal Statistical Society. Series B, Statistical Methodology, 84 (2)

Covariate adjustment is a commonly used method for total causal effect estimation. In recent years, graphical criteria have been developed to identify all valid adjustment sets, that is, all covariate sets that can be used for this purpose. Different

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::37887dea55642d6fb64d83294b541505
https://doi.org/10.1111/rssb.12451

A robustness test for estimating total effects with covariate adjustment

Autor: Zehao Su, Leonard Henckel

Publikováno v: University of Copenhagen
Su, Z & Henckel, L 2022, A robustness test for estimating total effects with covariate adjustment . in Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence . 1 edn, PMLR, Proceedings of Machine Learning Research, vol. 180, pp. 1886-1895, 38th Conference on Uncertainty in Artificial Intelligence (UAI 2022), Eindhoven, Netherlands, 01/08/2022 . < https://proceedings.mlr.press/v180/su22a.html >

Suppose we want to estimate a total effect with covariate adjustment in a linear structural equation model. We have a causal graph to decide what covariates to adjust for, but are uncertain about the graph. Here, we propose a testing procedure, that

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ff7824cfc9889c474f7ee0bd8778f878
https://curis.ku.dk/portal/en/publications/a-robustness-test-for-estimating-total-effects-with-covariate-adjustment(212241fd-8664-4124-ba6c-dbe0aa57daab).html