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- W3205664766 abstract "Given a binary treatment and a binary mediator, mediation analysis decomposes the total effect of the treatment on an outcome variable into direct and indirect effects. However, the existing decompositions are path-dependent, and consequently, there appeared different versions of direct and indirect effects. Differently from these, this paper proposes a path-free decomposition of the total effect into three sub-effects: direct, indirect, and treatment-mediator interaction effects. Whereas the interaction effect has been part of the indirect effect in the existing two-effect decompositions, it is separately identified in our three-effect decomposition. All effects are found using conditional means, but not conditional densities, and are estimated with ordinary least squares estimators. Simulation and empirical analyses are provided as well." @default.
- W3205664766 created "2021-10-25" @default.
- W3205664766 creator A5083341456 @default.
- W3205664766 date "2021-10-13" @default.
- W3205664766 modified "2023-09-27" @default.
- W3205664766 title "Path-Free Decomposition for Direct, Indirect and Interaction Effects in Mediation Analysis" @default.
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- W3205664766 hasPublicationYear "2021" @default.
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