28 citations · 35 across the 3 of their papers we have counts for
3 papers
stat.ML2022★ 7 cited
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning
Siqi Xu, Lin Liu, Zhonghua Liu
Causal mediation analysis can unpack the black box of causality and is therefore a powerful tool for disentangling causal pathways in biomedical and social sciences, and also for e…
stat.ME2022★ 28 cited
Effects of Epileptiform Activity on Discharge Outcome in Critically Ill Patients
Harsh Parikh, Kentaro Hoffman, Haoqi Sun +10
Epileptiform activity (EA) is associated with worse outcomes including increased risk of disability and death. However, the effect of EA on the neurologic outcome is confounded by…
stat.ME2020
Clinically Relevant Mediation Analysis using Controlled Indirect Effect
Haoqi Sun, Michael J. Leone, Lin Liu +3
Mediation analysis allows one to use observational data to estimate the importance of each potential mediating pathway involved in the causal effect of an exposure on an outcome. H…