A decision tree satisfies statistical parity if every node split is independent of the protected attribute, a condition C-LRT approximates with constrained logistic splits.
Fairness and Machine Learning
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Local Statistical Parity for the Estimation of Fair Decision Trees
A decision tree satisfies statistical parity if every node split is independent of the protected attribute, a condition C-LRT approximates with constrained logistic splits.