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Feb, 2022
利用独立仪器:鉴别和分布泛化
Exploiting Independent Instruments: Identification and Distribution Generalization
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Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
TL;DR
介绍了一种基于HSIC-X工具的因果推断方法,该方法能够在考虑隐藏共变量的情况下,利用独立性进行精确推断,并在分布变化时具有不变性和最优性。
Abstract
instrumental variable models
allow us to identify a
causal function
between covariates X and a response Y, even in the presence of unobserved confounding. Most of the existing estimators assume that the error ter
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