Stratifying marginal Shapley by feature region avoids off-manifold extrapolation and, with a causal direction and a chosen reference constant, reproduces causal Shapley values on a linear spline and an insurance example.
Explaining a simple OR function,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
stat.ML 1years
2024 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
On Model Extrapolation in Marginal Shapley Values
Stratifying marginal Shapley by feature region avoids off-manifold extrapolation and, with a causal direction and a chosen reference constant, reproduces causal Shapley values on a linear spline and an insurance example.