Are SHAP Values Biased Towards High-Entropy Features?

Raphael Baudeu Marvin N. Wright Markus Loecher

Published in: PKDD/ECML Workshops (1) (2022)

Keyphrases

feature extraction
feature vectors
feature values
high correlation
specific features
feature space
classification accuracy
feature set
highly correlated
classification models
key features
information theoretic
attribute values
benchmark datasets
search engine
low level
color images
wide range
social networks