Giacomo Piana

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...