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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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Pubblicato in:J R Stat Soc Series B Stat Methodol
Autori principali: Kennedy, Edward H., Ma, Zongming, McHugh, Matthew D., Small, Dylan S.
Natura: Artigo
Lingua:Inglês
Pubblicazione: 2016
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Accesso online: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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