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Effect Estimation in Point-exposure Studies with Binary Outcomes and High-dimensional Covariate Data – a Comparison of Targeted Maximum Likelihood Estimation and Inverse Probability of Treatment Weighting

Inverse probability of treatment weighting (IPW) and targeted maximum likelihood estimation (TMLE) are relatively new methods proposed for estimating marginal causal effects. TMLE is doubly robust, yielding consistent estimators even under misspecification of either the treatment or the outcome mode...

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Detalhes bibliográficos
Publicado no:Int J Biostat
Main Authors: Pang, Menglan, Schuster, Tibor, Filion, Kristian B., Schnitzer, Mireille E., Eberg, Maria, Platt, Robert W.
Formato: Artigo
Idioma:Inglês
Publicado em: 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5777857/
https://ncbi.nlm.nih.gov/pubmed/27889705
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1515/ijb-2015-0034
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