32 citations · 84 across the 22 of their papers we have counts for
3 papers · 1 filter
Data adaptive covariate balancing for causal effect estimation for high dimensional data
Simion De, Jared D. Huling
A key challenge in estimating causal effects from observational data is handling confounding and is commonly achieved through weighting methods that balance distribution of covaria…
Exploring the effects of mechanical ventilator settings with modified vector-valued treatment policies
Ziren Jiang, Philip S. Crooke, John J. Marini +1
Mechanical ventilation is critical for managing respiratory failure, but inappropriate ventilator settings can lead to ventilator-induced lung injury (VILI), increasing patient mor…
Heterogeneity-Aware Regression with Nonparametric Estimation and Structured Selection for Hospital Readmission Prediction
Wei Wang, Angela Bailey, Christopher Tignanelli +1
Readmission prediction is a critical but challenging clinical task, as the inherent relationship between high-dimensional covariates and readmission is complex and heterogeneous. D…