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Add a bias detector based on optimal transport #433

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jmarecek opened this issue Jan 20, 2023 · 0 comments · Fixed by #434
Closed

Add a bias detector based on optimal transport #433

jmarecek opened this issue Jan 20, 2023 · 0 comments · Fixed by #434

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@jmarecek
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There is an increasing interest in estimating bias in terms of Wasserstein-2 distances (or related distances between measures, often computable using optimal-transport algorithms), cf.
http://proceedings.mlr.press/v97/gordaliza19a.html (ICML 2019)
https://academic.oup.com/imaiai/article-abstract/8/4/817/5586771 (Information and Inference, 2019)
https://openreview.net/forum?id=-welFirjMss (NeurIPS 2022)
Following some discussions with Rahul Nair (rahul.nair@ie.ibm.com), we would like to contribute a new detector, with the same signature as the original mdss detector of @Adebayo-Oshingbesan:
https://github.com/Trusted-AI/AIF360/blob/master/aif360/detectors/mdss_detector.py
with Illia Kryvoviaz.

A draft implementation is at:
master...Illia-Kryvoviaz:AIF360:master
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Add a bias detector based on optimal transport Illia-Kryvoviaz/AIF360
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@jmarecek