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 |
|---|---|
|
Calibration Bias |
|
Independence Bias |
|
Equal Opportunity Bias |
|
Predictive Equality Bias |