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20152025
most citedObtaining fairness using optimal transport theory

51 citations · 183 across the 21 of their papers we have counts for

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Showing 2019Show all

5 papers · 1 filter

math.ST2019★ 2 cited

A note on the Regularity of Center-Outward Distribution and Quantile Functions

Eustasio del Barrio, Alberto González-Sanz, Marc Hallin

We provide sufficient conditions under which the center-outward distribution and quantile functions introduced in Chernozhukov et al.~(2017) and Hallin~(2017) are homeomorphisms, t…

stat.ML2019★ 23 cited

optimalFlow: Optimal-transport approach to flow cytometry gating and population matching

Eustasio del Barrio, Hristo Inouzhe, Jean-Michel Loubes +2

Data obtained from Flow Cytometry present pronounced variability due to biological and technical reasons. Biological variability is a well-known phenomenon produced by measurements…

stat.ML2019

Attraction-Repulsion clustering with applications to fairness

Eustasio del Barrio, Hristo Inouzhe, Jean-Michel Loubes

We consider the problem of diversity enhancing clustering, i.e, developing clustering methods which produce clusters that favour diversity with respect to a set of protected attrib…

math.ST2019★ 25 cited

On approximate validation of models: A Kolmogorov-Smirnov based approach

Eustasio del Barrio, Hristo Inouzhe, Carlos Matrán

Classical tests of fit typically reject a model for large enough real data samples. In contrast, often in statistical practice a model offers a good description of the data even th…

math.OC2019★ 2 cited

Box-constrained monotone -approximations to Lipschitz regularizations, with applications to robust testing

Eustasio del Barrio, Hristo Inouzhe, Carlos Matrán

Tests of fit to exact models in statistical analysis often lead to rejections even when the model is a useful approximate description of the random generator of the data. Among pos…