25 citations · 90 across the 20 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
stat.ML2020★ 17 cited
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…
stat.ML2020★ 7 cited
Regression with reject option and application to kNN
Christophe Denis, Mohamed Hebiri, Ahmed Zaoui
We investigate the problem of regression where one is allowed to abstain from predicting. We refer to this framework as regression with reject option as an extension of classificat…