most citedOversampling Higher-Performing Minorities During Machine Learning Model Training Reduces Adverse Impact Slightly but Also Reduces Model Accuracy

33 citations · 33 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2025

Consistent Causal Inference of Group Effects in Non-Targeted Trials with Finitely Many Effect Levels

Georgios Mavroudeas, Malik Magdon-Ismail, Kristin P. Bennett +1

A treatment may be appropriate for some group (the ``sick" group) on whom it has a positive effect, but it can also have a detrimental effect on subjects from another group (the ``…

cs.LG2023★ 33 cited

Oversampling Higher-Performing Minorities During Machine Learning Model Training Reduces Adverse Impact Slightly but Also Reduces Model Accuracy

Louis Hickman, Jason Kuruzovich, Vincent Ng +2

Organizations are increasingly adopting machine learning (ML) for personnel assessment. However, concerns exist about fairness in designing and implementing ML assessments. Supervi…