Adjustment with many regressors under covariate-adaptive randomizations

Our paper identifies a trade-off when using regression adjustments (RAs) in causal inference under covariate-adaptive randomizations (CARs). On one hand, RAs can improve the efficiency of causal estimators by incorporating information from covariates that are not used in the randomization. On the ot...

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Main Authors: JIANG, Liang, LI, Liyao, MIAO, Ke, ZHANG, Yichong
格式: text
語言:English
出版: Institutional Knowledge at Singapore Management University 2023
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在線閱讀:https://ink.library.smu.edu.sg/soe_research/2685
https://ink.library.smu.edu.sg/context/soe_research/article/3684/viewcontent/2304.08184.pdf
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