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

Jon Donnelly, Srikar Katta, Cynthia Rudin +1

Quantifying variable importance is essential for answering high-stakes questions in fields like genetics, public policy, and medicine. Current methods generally calculate variable…