59 citations · 98 across the 6 of their papers we have counts for
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stat.ME2019★ 59 cited
Non-parametric efficient causal mediation with intermediate confounders
Iván Díaz, Nima S. Hejazi, Kara E. Rudolph +1
Interventional effects for mediation analysis were proposed as a solution to the lack of identifiability of natural (in)direct effects in the presence of a mediator-outcome confoun…
stat.ME2019
Non-parametric targeted Bayesian estimation of class proportions in unlabeled data
Iván Díaz, Oleksander Savenkov, Hooman Kamel
We introduce a novel Bayesian estimator for the class proportion in an unlabeled dataset, based on the targeted learning framework. Our procedure requires the specification of a pr…
stat.ME2019★ 33 cited
Causal mediation analysis for stochastic interventions
Iván Díaz, Nima Hejazi
Mediation analysis in causal inference has traditionally focused on binary exposures and deterministic interventions, and a decomposition of the average treatment effect in terms o…