Edward P. Browne

The Rashomon Importance Distribution: Getting RID of Unstable, Single Model-based Variable Importance

2023 · arXiv (Cornell University)

Quantifying variable importance is essential for answering high-stakes questions in fields like genetics, public policy, and medicine. Current methods generally calculate variable importance for a given model trained on a given dataset. However, for a …