Chargement en cours...

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...

Description complète

Enregistré dans:
Détails bibliographiques
Publié dans:J R Stat Soc Series B Stat Methodol
Auteurs principaux: Kennedy, Edward H., Ma, Zongming, McHugh, Matthew D., Small, Dylan S.
Format: Artigo
Langue:Inglês
Publié: 2016
Sujets:
Accès en ligne: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
Tags: Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!