Jeff Hamrick

Nonparametric Feature Impact and Importance

2020 · arXiv (Cornell University)

Practitioners use feature importance to rank and eliminate weak predictors during model development in an effort to simplify models and improve generality. Unfortunately, they also routinely conflate such feature importance measures with feature impact, the …