2 papers
stat.ME2020
Path Dependent Structural Equation Models
Ranjani Srinivasan, Jaron Lee, Rohit Bhattacharya +2
Causal analyses of longitudinal data generally assume that the qualitative causal structure relating variables remains invariant over time. In structured systems that transition be…
stat.ME2017
On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding
Caleb H. Miles, Ilya Shpitser, Phyllis Kanki +2
Path-specific effects are a broad class of mediated effects from an exposure to an outcome via one or more causal pathways with respect to some subset of intermediate variables. Th…