32 citations · 84 across the 22 of their papers we have counts for
4 papers · 1 filter
Sufficient Dimension Reduction for Populations with Structured Heterogeneity
Jared D. Huling, Menggang Yu
A key challenge in building effective regression models for large and diverse populations is accounting for patient heterogeneity. An example of such heterogeneity is in health sys…
Meta-analysis of individualized treatment rules via sign-coherency
Jay Jojo Cheng, Jared D. Huling, Guanhua Chen
Medical treatments tailored to a patient's baseline characteristics hold the potential of improving patient outcomes while reducing negative side effects. Learning individualized t…
An intersectional framework for counterfactual fairness in risk prediction
Solvejg Wastvedt, Jared Huling, Julian Wolfson
Along with the increasing availability of health data has come the rise of data-driven models to inform decision-making and policy. These models have the potential to benefit both…
A method for comparing multiple imputation techniques: a case study on the U.S. National COVID Cohort Collaborative
Elena Casiraghi, Rachel Wong, Margaret Hall +34
Healthcare datasets obtained from Electronic Health Records have proven to be extremely useful to assess associations between patients' predictors and outcomes of interest. However…