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Ensemble learning of inverse probability weights for marginal structural modeling in large observational datasets

Inverse probability weights used to fit marginal structural models are typically estimated using logistic regression. However a data-adaptive procedure may be able to better exploit information available in measured covariates. By combining predictions from multiple algorithms, ensemble learning off...

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Detalhes bibliográficos
Publicado no:Stat Med
Main Authors: Gruber, Susan, Logan, Roger W., Jarrín, Inmaculada, Monge, Susana, Hernán, Miguel A.
Formato: Artigo
Idioma:Inglês
Publicado em: 2014
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4262745/
https://ncbi.nlm.nih.gov/pubmed/25316152
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/sim.6322
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