Endogenous treatment effect for any response conditional on control propensity score

DOI10.1016/j.spl.2022.109747zbMath1524.62569MaRDI QIDQ6160847

Jin Young Choi, Goeun Lee, Myoung-jae Lee

Publication date: 26 June 2023

Published in: Statistics \& Probability Letters (Search for Journal in Brave)

zbMATH Keywords

randomizationinstrumental variable estimatorpropensity scoreendogenous treatmentcomplier effect

Mathematics Subject Classification ID

Applications of statistics to economics (62P20) Applications of statistics to biology and medical sciences; meta analysis (62P10) Nonparametric estimation (62G05)

Cites Work

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• Semiparametric instrumental variable estimation of treatment response models.
• Identification of Causal Effects Using Instrumental Variables
• Identification and Estimation of Local Average Treatment Effects
• Bounded, Efficient and Multiply Robust Estimation of Average Treatment Effects Using Instrumental Variables
• Instrument Residual Estimator for Any Response Variable with Endogenous Binary Treatment
• Double/debiased machine learning for treatment and structural parameters
• Causal Inference for Statistics, Social, and Biomedical Sciences
• Doubly Robust Estimation of the Local Average Treatment Effect Curve
• Simple least squares estimator for treatment effects using propensity score residuals
• Principal Stratification Analysis Using Principal Scores
• Observational studies.

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