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Endogenous treatment effect estimation using high-dimensional instruments and double selection
Statistics & Probability Letters ( IF 0.8 ) Pub Date : 2021-02-01 , DOI: 10.1016/j.spl.2020.108967
Wei Zhong , Yang Gao , Wei Zhou , Qingliang Fan

Abstract We propose a double selection instrumental variable estimator for the endogenous treatment effects using both high-dimensional control variables and instrumental variables. It deals with the endogeneity of the treatment variable and reduces omitted variable bias due to imperfect model selection.

中文翻译:

使用高维仪器和双重选择的内生治疗效果估计

摘要 我们使用高维控制变量和工具变量为内生治疗效果提出了双重选择工具变量估计器。它处理处理变量的内生性,并减少由于模型选择不完善而导致的遗漏变量偏差。
更新日期:2021-02-01
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