51 citations · 112 across the 28 of their papers we have counts for
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stat.ME2026
Expert-Guided g-computation with Large Language Models for Estimating Causal Effects on Timings: Applications to Hospital Quality Improvement
Patrick Vossler, Jialin Ouyang, F. Richard Guo +5
Hospital quality improvement (QI) programs routinely face multiple candidate interventions to optimize hospital flow, but existing methods struggle to estimate and rank the causal…
stat.ME2020★ 18 cited
Efficient nonparametric statistical inference on population feature importance using Shapley values
Brian D. Williamson, Jean Feng
The true population-level importance of a variable in a prediction task provides useful knowledge about the underlying data-generating mechanism and can help in deciding which meas…
stat.ME2017★ 51 cited
Sparse-Input Neural Networks for High-dimensional Nonparametric Regression and Classification
Jean Feng, Noah Simon
Neural networks are usually not the tool of choice for nonparametric high-dimensional problems where the number of input features is much larger than the number of observations. Th…