miércoles, 30 de enero de 2019

Exploratory Mediation Analysis via Regularization. - PubMed - NCBI

Exploratory Mediation Analysis via Regularization. - PubMed - NCBI



 2017;24(5):733-744. doi: 10.1080/10705511.2017.1311775. Epub 2017 Apr 25.

Exploratory Mediation Analysis via Regularization.

Abstract

Exploratory mediation analysis refers to a class of methods used to identify a set of potential mediators of a process of interest. Despite its exploratory nature, conventional approaches are rooted in confirmatory traditions, and as such have limitations in exploratory contexts. We propose a two-stage approach called exploratory mediation analysis via regularization (XMed) to better address these concerns. We demonstrate that this approach is able to correctly identify mediators more often than conventional approaches and that its estimates are unbiased. Finally, this approach is illustrated through an empirical example examining the relationship between college acceptance and enrollment.

KEYWORDS:

exploratory mediation analysis; lasso; mediation; regularization

PMID:
 
29225454
 
PMCID:
 
PMC5720177
 
DOI:
 
10.1080/10705511.2017.1311775

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