An Interventionist Approach to Mediation Analysis

Author:

Robins James M.1,Richardson Thomas S.2,Shpitser Ilya3

Affiliation:

1. Harvard T. H. Chan School of Public Health

2. University of Washington

3. Johns Hopkins University

Publisher

ACM

Reference31 articles.

1. Time‐dependent mediators in survival analysis: Modeling direct and indirect effects with the additive hazards model

2. C. Avin , I. Shpitser , and J. Pearl . 2005. Identifiability of path-specific effects . In Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI-05) . Vol. 19 , Morgan Kaufmann, San Francisco, 357–363. C. Avin, I. Shpitser, and J. Pearl. 2005. Identifiability of path-specific effects. In Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI-05). Vol. 19, Morgan Kaufmann, San Francisco, 357–363.

3. I. J. Dahabreh J. M. Robins S. J. Haneuse and M. A. Hernán. 2019. Generalizing causal inferences from randomized trials: Counterfactual and graphical identification. arXiv preprint arXiv:1906.10792. I. J. Dahabreh J. M. Robins S. J. Haneuse and M. A. Hernán. 2019. Generalizing causal inferences from randomized trials: Counterfactual and graphical identification. arXiv preprint arXiv:1906.10792 .

4. Defining causal mediation with a longitudinal mediator and a survival outcome

5. Defining and estimating causal direct and indirect effects when setting the mediator to specific values is not feasible

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