On Fair Selection in the Presence of Implicit and Differential Variance

Vitalii Emelianov, Nicolas Gast, Krishna P. Gummadi +1

Discrimination in selection problems such as hiring or college admission is often explained by implicit bias from the decision maker against disadvantaged demographic groups. In th…