Author

Paolo Giudici

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Open access Sep 2026

Fairness versus profitability in automated machine learning

We consider the application of automated machine learning models in a real credit lending platform, and empirically study whether the trade-off between fairness and profitability can be improved by means of fairness processing methods. Fairness is evaluated along the principle of Separation, while profitability is comp...

Paolo Giudici, Branka Hadji Misheva, Giacomo Piana · AI and Ethics · 0 citations

#machine learning Preprint Sep 2026

A Rank Graduation metric for Algorithmic fairness

Fairness assessment in algorithmic decisions that affect individuals, such as credit scoring, often relies on parity measures calculated at the aggregate group level. Such measures may not reveal which individuals experience unfairness or which explanatory factors contribute to it. In this paper, we propose a rank-base...

Dalia Atif, Paolo Giudici · 0 citations