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Estimation and inference for the indirect effect in high-dimensional linear mediation models

Mediation analysis is difficult when the number of potential mediators is larger than the sample size. In this paper we propose new inference procedures for the indirect effect in the presence of high-dimensional mediators for linear mediation models. We develop methods for both incomplete mediation...

Deskribapen osoa

Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:Biometrika
Egile Nagusiak: Zhou, Ruixuan Rachel, Wang, Liewei, Zhao, Sihai Dave
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Oxford University Press 2020
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC7430942/
https://ncbi.nlm.nih.gov/pubmed/32831353
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biomet/asaa016
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