Regression-adjusted estimation of quantile treatment effects under covariate-adaptive randomizations

• المؤلفون الرئيسيون: JIANG, Liang, PHILLIPS, Peter C.B., TAO, Yubo, ZHANG, Yichong
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2021
• الموضوعات: Covariate-adaptive randomization; high-dimensional data; regression adjustment; quantile treatment effects; Econometrics
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/soe_research/2494; https://ink.library.smu.edu.sg/context/soe_research/article/3493/viewcontent/2105.14752.pdf
• المؤسسة: Singapore Management University

Datasets from field experiments with covariate-adaptive randomizations (CARs) usually contain extra baseline covariates in addition to the strata indicators. We propose to incorporate these extra covariates via auxiliary regressions in the estimation and inference of unconditional QTEs under CARs. W...