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Variable selection for causal mediation analysis using LASSO-based methods

Causal mediation effect estimates can be obtained from marginal structural models using inverse probability weighting with appropriate weights. In order to compute weights, treatment and mediator propensity score models need to be fitted first. If the covariates are high-dimensional, parsimonious pr...

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Shranjeno v:
Bibliografske podrobnosti
izdano v:Stat Methods Med Res
Main Authors: Ye, Zhaoxin, Zhu, Yeying, Coffman, Donna L
Format: Artigo
Jezik:Inglês
Izdano: SAGE Publications 2021
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC8189011/
https://ncbi.nlm.nih.gov/pubmed/33755518
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1177/0962280221997505
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