Null importance: Disentangling relevance for interpretable machine learning

Garvesh Raskutti, Kris Sankaran, Jiaxin Ye

Feature importance is central to interpretable machine learning, but the term "importance" encompasses several fundamentally different notions of relevance. We develop a unified pe…