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Sparse Principal Component based High-Dimensional Mediation Analysis

Causal mediation analysis aims to quantify the intermediate effect of a mediator on the causal pathway from treatment to outcome. When dealing with multiple mediators, which are potentially causally dependent, the possible decomposition of pathway effects grows exponentially with the number of media...

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Bibliografiske detaljer
Udgivet i:Comput Stat Data Anal
Main Authors: Zhao, Yi, Lindquist, Martin A., Caffo, Brian S.
Format: Artigo
Sprog:Inglês
Udgivet: 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7449232/
https://ncbi.nlm.nih.gov/pubmed/32863492
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.csda.2019.106835
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