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  • holisticai.security.metrics

holisticai.security.metrics#

The :mod:holisticai.privacy.metrics module includes attacks and privacy metrics

k_anonymity

l_diversity

shapr_score

Compute the SHAPr membership privacy risk metric [1]_ for the given classifier and training set.

data_minimization_score

Calculate the accuracy ratio for data minimization.

attribute_attack_score

Calculate the accuracy score for black box attribute attack.

privacy_risk_score

Calculate the risk score for membership inference attacks.

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