Marginal structural models for the estimation of direct and indirect effects.

@article{VanderWeele2009MarginalSM,
  title={Marginal structural models for the estimation of direct and indirect effects.},
  author={Tyler J. VanderWeele},
  journal={Epidemiology},
  year={2009},
  volume={20 1},
  pages={18-26}
}
The estimation of controlled direct effects can be carried out by fitting a marginal structural model and using inverse probability of treatment weighting. To use marginal structural models to estimate natural direct and indirect effects, 2 marginal structural models can be used: 1 for the effects of the treatment and mediator on the outcome and 1 for the effect of the treatment on the mediator. Unlike marginal structural models typically used in epidemiologic research, the marginal structural… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 39 references

Assessing direct and indirect effects in multilevel designs with latent variables

SW Raudenbush, R. Sampson
Sociol Methods Res • 1999
View 10 Excerpts
Highly Influenced

Effect analysis and causation in linear structural equation models. Psychometrika

ME Sobel
1990
View 10 Excerpts
Highly Influenced

Direct and indirect effects

J. Pearl
Proceedings of the Seventeenth Conference on Uncertainty and Artificial Intelligence • 2001
View 8 Excerpts
Highly Influenced

Causal inference, path analysis, and recursive structural equations models

PW Holland
Clogg CC, ed. Sociological Methodology • 1988
View 4 Excerpts
Highly Influenced

Direct effect models.

The international journal of biostatistics • 2008

Simple relations between principal stratification and direct and indirect effects

TJ VanderWeele
Stat Prob Lett • 2008

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