AttributeInferenceAttackCAP#
synthesized.insight.metrics.privacy.AttributeInferenceAttackCAP
- class AttributeInferenceAttackCAP(model, sensitive_col, predictors=None)#
Computes the privacy score between two dataframes using CAP (Correct Attribution Probability) method
- Parameters
model (
str) – ‘GeneralizedCAP’ or ‘DistanceCAP’sensitive_col (
str) – Name of the sensitive columnpredictors (
Optional[List[str]]) – List of predictor column names. If not provided, then all columns except the sensitive column is treated as predictors
- Returns
Privacy score between 0 and 1
Methods
Attributes
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