Evgenii Chzhen

activity

20172026

most citedFair Regression with Wasserstein Barycenters

17 citations · 51 across the 20 of their papers we have counts for

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Showing 2020 · stat.MLShow all

2 papers · 2 filters

stat.ML2020★ 1 cited

An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression

Evgenii Chzhen, Nicolas Schreuder

Let $(X, S, Y) \in R^{p} \times {1, 2} \times R$ be a triplet following some joint distribution $P$ with feature vector $X$ , sensitive attribute $S$ , an…

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…