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Multiple imputation of missing covariates with non-linear effects and interactions: an evaluation of statistical methods

BACKGROUND: Multiple imputation is often used for missing data. When a model contains as covariates more than one function of a variable, it is not obvious how best to impute missing values in these covariates. Consider a regression with outcome Y and covariates X and X(2). In 'passive imputati...

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Detalhes bibliográficos
Main Authors: Seaman, Shaun R, Bartlett, Jonathan W, White, Ian R
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2012
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3403931/
https://ncbi.nlm.nih.gov/pubmed/22489953
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2288-12-46
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