most citedSemiparametric Discovery and Estimation of Interaction in Mixed Exposures using Stochastic Interventions

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

stat.ME2023

Unveiling Causal Mediation Pathways in High-Dimensional Mixed Exposures: A Data-Adaptive Target Parameter Strategy

David B. McCoy, Alan E. Hubbard, Mark van der Laan +1

Mediation analysis in causal inference typically concentrates on one binary exposure, using deterministic interventions to split the average treatment effect into direct and indire…

stat.ME2023★ 1 cited

Semiparametric Discovery and Estimation of Interaction in Mixed Exposures using Stochastic Interventions

David B. McCoy, Alan E. Hubbard, Alejandro Schuler +1

This study introduces a nonparametric definition of interaction and provides an approach to both interaction discovery and efficient estimation of this parameter. Using stochastic…