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Nonparametric methods for doubly robust estimation of continuous treatment effects

Continuous treatments (e.g., doses) arise often in practice, but many available causal effect estimators are limited by either requiring parametric models for the effect curve, or by not allowing doubly robust covariate adjustment. We develop a novel kernel smoothing approach that requires only mild...

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Detaylı Bibliyografya
Yayımlandı:J R Stat Soc Series B Stat Methodol
Asıl Yazarlar: Kennedy, Edward H., Ma, Zongming, McHugh, Matthew D., Small, Dylan S.
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2016
Konular:
Online Erişim:https://ncbi.nlm.nih.gov/pmc/articles/PMC5627792/
https://ncbi.nlm.nih.gov/pubmed/28989320
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/rssb.12212
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