Visual Model Selection using Feature Importance Clusters in Fairness-Performance Similarity Optimized Space

Sofoklis Kitharidis, Cor J. Veenman, Thomas Bäck +1

In the context of algorithmic decision-making, fair machine learning methods often yield multiple models that balance predictive fairness and performance in varying degrees. This d…