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- W3124668172 abstract "In this paper we study doubly robust estimators of various average and quantile treatment effects under unconfoundedness; we also consider an application to a setting with an instrumental variable. We unify and extend much of the recent literature by providing a very general identification result which covers binary and multi-valued treatments; unnormalized and normalized weighting; and both inverse-probability weighted (IPW) and doubly robust estimators. We also allow for subpopulation-specific average treatment effects where subpopulations can be based on covariate values in an arbitrary way. Similar to Wooldridge (2007), we then discuss estimation of the conditional mean using quasi-log likelihoods (QLL) from the linear exponential family." @default.
- W3124668172 created "2021-02-01" @default.
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- W3124668172 date "2017-02-16" @default.
- W3124668172 modified "2023-10-01" @default.
- W3124668172 title "A GENERAL DOUBLE ROBUSTNESS RESULT FOR ESTIMATING AVERAGE TREATMENT EFFECTS" @default.
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- W3124668172 doi "https://doi.org/10.1017/s0266466617000056" @default.
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