Ann-Kristin Becker

Standardized Interpretable Fairness Measures for Continuous Risk Scores

We propose a standardized version of fairness measures for continuous scores with a reasonable interpretation based on the Wasserstein distance. Our measures are easily computable and well suited for quantifying and interpreting the strength of group disparities as well as for comparing biases acros…