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Visualization tool of variable selection in bias–variance tradeoff for inverse probability weights

PURPOSE: Inversed probability weighted (IPW) estimators are commonly used to adjust for time-fixed or time-varying confounders. However, in high-dimensional settings, including all identified confounders may result in unstable weights leading to higher variance. We aimed to develop a visualization t...

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Detalhes bibliográficos
Publicado no:Ann Epidemiol
Main Authors: Yu, Ya-Hui, Filion, Kristian B., Bodnar, Lisa M., Brooks, Maria M., Platt, Robert W., Himes, Katherine P., Naimi, Ashley I.
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7864095/
https://ncbi.nlm.nih.gov/pubmed/31982245
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.annepidem.2019.12.006
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