Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models

Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models

This paper describes a targeted maximum likelihood estimator (TMLE) for the parameters of longitudinal static and dynamic marginal structural models. We consider a longitudinal data structure consisting of baseline covariates, time-dependent intervention nodes, intermediate time-dependent covariates...

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Bibliographic Details
Main Authors: Petersen Maya, Schwab Joshua, Gruber Susan, Blaser Nello, Schomaker Michael, van der Laan Mark
Format: Article
Language:English
Published: De Gruyter 2014-09-01
Series:Journal of Causal Inference
Subjects:
dynamic regime
semiparametric statistical model
targeted minimum loss based estimation
confounding
right censoring
Online Access:https://doi.org/10.1515/jci-2013-0007

Internet

https://doi.org/10.1515/jci-2013-0007

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