19 citations · 54 across the 5 of their papers we have counts for
5 papers
On the Impact of Output Perturbation on Fairness in Binary Linear Classification
Vitalii Emelianov, Michaël Perrot
We theoretically study how differential privacy interacts with both individual and group fairness in binary linear classification. More precisely, we focus on the output perturbati…
Fairness in Selection Problems with Strategic Candidates
Vitalii Emelianov, Nicolas Gast, Patrick Loiseau
To better understand discriminations and the effect of affirmative actions in selection problems (e.g., college admission or hiring), a recent line of research proposed a model bas…
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…
On Fair Selection in the Presence of Implicit Variance
Vitalii Emelianov, Nicolas Gast, Krishna P. Gummadi +1
Quota-based fairness mechanisms like the so-called Rooney rule or four-fifths rule are used in selection problems such as hiring or college admission to reduce inequalities based o…
The Price of Local Fairness in Multistage Selection
Vitalii Emelianov, George Arvanitakis, Nicolas Gast +2
The rise of algorithmic decision making led to active researches on how to define and guarantee fairness, mostly focusing on one-shot decision making. In several important applicat…