17 citations · 41 across the 9 of their papers we have counts for
4 papers · 1 filter
Set-valued classification -- overview via a unified framework
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri +1
Multi-class classification problem is among the most popular and well-studied statistical frameworks. Modern multi-class datasets can be extremely ambiguous and single-output predi…
Classification with abstention but without disparities
Nicolas Schreuder, Evgenii Chzhen
Classification with abstention has gained a lot of attention in recent years as it allows to incorporate human decision-makers in the process. Yet, abstention can potentially ampli…
An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression
Evgenii Chzhen, Nicolas Schreuder
Let be a triplet following some joint distribution with feature vector , sensitive attribute , an…
Fair Regression with Wasserstein Barycenters
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri +2
We study the problem of learning a real-valued function that satisfies the Demographic Parity constraint. It demands the distribution of the predicted output to be independent of t…