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Joint sufficient dimension reduction and estimation of conditional and average treatment effects

The estimation of treatment effects based on observational data usually involves multiple confounders, and dimension reduction is often desirable and sometimes inevitable. We first clarify the definition of a central subspace that is relevant for the efficient estimation of average treatment effects...

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Detalles Bibliográficos
Autores principales: Huang, Ming-Yueh, Chan, Kwun Chuen Gary
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5793490/
https://www.ncbi.nlm.nih.gov/pubmed/29430034
http://dx.doi.org/10.1093/biomet/asx028