fairscoring.metrics

Contents

fairscoring.metrics#

A collection fairness metrics to measure the bias of scores.

The package consists of multiple classes that cover different fairness concepts and distance metrics. A concrete fairness metric is an instance of these classes with a concrete parametrization.

There are recommended default instances are already included:

Metric

Bias

bias_cal

Calibration Bias

bias_ind

Independence Bias

bias_eo

Equal Opportunity Bias

bias_pe

Predictive Equality Bias

Submodules#