Fairness Metric

A quantification of unwanted bias in training data or models.

A mathematical definition of “fairness” that is measurable. Some commonly used fairness metrics include: equalized odds predictive parity counterfactual fairness demographic parity Many fairness metrics are mutually exclusive; see incompatibility of fairness metrics.