Model Selection for Estimating Treatment Effects

DOI10.1111/rssb.12043OpenAlexW1991114736MaRDI QIDQ5088232

Yuhong Yang, Craig Rolling

Publication date: 11 July 2022

Published in: Journal of the Royal Statistical Society Series B: Statistical Methodology (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1111/rssb.12043

zbMATH Keywords

model selectioncross-validationcausal inferencefocused information criterionmodel selection consistencytreatment effect estimation

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (6)

Robust model selection with covariables missing at random ⋮ Stable Discovery of Interpretable Subgroups via Calibration in Causal Studies ⋮ Model averaging for estimating treatment effects ⋮ A Complete Framework for Model-Free Difference-in-Differences Estimation ⋮ COMBINING ESTIMATES OF CONDITIONAL TREATMENT EFFECTS ⋮ Sparsity Oriented Importance Learning for High-Dimensional Linear Regression

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