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Treatment Effect Performance of the X-Learner in the Presence of Confounding and Non-Linearity

This study critically evaluates a recent machine learning method called the X-Learner, that aims to estimate treatment effects by predicting counterfactual quantities. It uses information from the treated group to predict counterfactuals for the control group and vice versa. The problem is that stud...

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Detaylı Bibliyografya
Asıl Yazarlar: Bevan I. Smith, Charles Chimedza, Jacoba H. Bührmann
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: MDPI AG 2023-02-01
Seri Bilgileri:Mathematical and Computational Applications
Konular:
Online Erişim:https://www.mdpi.com/2297-8747/28/2/32
Etiketler: Etiketle
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