74 citations · 102 across the 3 of their papers we have counts for
3 papers
stat.ME2023★ 10 cited
A Causal Roadmap for Generating High-Quality Real-World Evidence
Lauren E Dang, Susan Gruber, Hana Lee +23
Increasing emphasis on the use of real-world evidence (RWE) to support clinical policy and regulatory decision-making has led to a proliferation of guidance, advice, and frameworks…
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.ME2020★ 74 cited
A general framework for inference on algorithm-agnostic variable importance
Brian D. Williamson, Peter B. Gilbert, Noah R. Simon +1
In many applications, it is of interest to assess the relative contribution of features (or subsets of features) toward the goal of predicting a response -- in other words, to gaug…