New cumulative natural direct and indirect effects are defined to decompose local causal effects into direct and indirect components for continuous and ordinal treatments while preserving skew-symmetry and additivity.
A Theory of the Calculus of Voting
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A new identification strategy for mediation analysis uses heterogeneous treatment effects to simultaneously identify treatment and mediation effects without addressing some unobserved confounders.
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Cumulative Natural Direct and Indirect Effects for Causal Mediation Analysis
New cumulative natural direct and indirect effects are defined to decompose local causal effects into direct and indirect components for continuous and ordinal treatments while preserving skew-symmetry and additivity.
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Extracting Mechanisms from Heterogeneous Effects: An Identification Strategy for Mediation Analysis
A new identification strategy for mediation analysis uses heterogeneous treatment effects to simultaneously identify treatment and mediation effects without addressing some unobserved confounders.