What’s in the Scientific paper?
This scientific paper explores the challenges of assessing fairness in biometric systems and explains why different fairness metrics can lead to different conclusions.
It evaluates 19 fairness metrics across diverse real-world conditions and provides a practical framework to help organizations select the most appropriate metrics for robust and reliable fairness evaluations.
What you will learn
- Why different fairness metrics can lead to different conclusions
- How 19 fairness metrics perform under diverse real-world conditions
- Why the right fairness metric depends on the type of bias being assessed
- A practical framework for selecting appropriate fairness metrics for robust and reliable evaluations
