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• W2237217327 abstract "Summary In this paper, we propose a doubly robust method to estimate the heterogeneity of the average treatment effect with respect to observed covariates of interest. We consider a situation where a large number of covariates are needed for identifying the average treatment effect but the covariates of interest for analyzing heterogeneity are of much lower dimension. Our proposed estimator is doubly robust and avoids the curse of dimensionality. We propose a uniform confidence band that is easy to compute, and we illustrate its usefulness via Monte Carlo experiments and an application to the effects of smoking on birth weights." @default.
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• W2237217327 date "2017-05-31" @default.
• W2237217327 modified "2023-10-17" @default.
• W2237217327 title "Doubly robust uniform confidence band for the conditional average treatment effect function" @default.
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• W2237217327 doi "https://doi.org/10.1002/jae.2574" @default.
• W2237217327 hasPublicationYear "2017" @default.
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