Trustworthy Feature Importance Avoids Unrestricted Permutations

Emanuele Borgonovo, Francesco Cappelli, Xuefei Lu +2

Feature importance methods using unrestricted permutations are flawed due to extrapolation errors; such errors appear in all non-trivial variable importance approaches. We propose…