Multi-dimensional Discrimination in Law and Machine Learning - A Comparative Overview

Author:

Roy Arjun1ORCID,Horstmann Jan2ORCID,Ntoutsi Eirini3ORCID

Affiliation:

1. Institute of Computer Science, Free University of Berlin, Germany and Research Institute CODE, Bundeswehr University Munich, Germany

2. Institute for Legal Informatics, Leibniz University of Hanover, Germany

3. Research Institute CODE, Bundeswehr University Munich, Germany

Funder

Volkswagen Foundation

HORIZON EUROPE Framework Programme

Publisher

ACM

Reference92 articles.

1. Alekh Agarwal , Alina Beygelzimer , Miroslav Dudík , John Langford , and Hanna Wallach . 2018 . A reductions approach to fair classification . In International Conference on Machine Learning. PMLR, 60–69 . Alekh Agarwal, Alina Beygelzimer, Miroslav Dudík, John Langford, and Hanna Wallach. 2018. A reductions approach to fair classification. In International Conference on Machine Learning. PMLR, 60–69.

2. Kiana Alikhademi , Emma Drobina , Diandra Prioleau , Brianna Richardson , Duncan Purves , and Juan E Gilbert . 2021. A review of predictive policing from the perspective of fairness. Artificial Intelligence and Law ( 2021 ), 1–17. https://doi.org/10.1007/s10506-021-09286-4 10.1007/s10506-021-09286-4 Kiana Alikhademi, Emma Drobina, Diandra Prioleau, Brianna Richardson, Duncan Purves, and Juan E Gilbert. 2021. A review of predictive policing from the perspective of fairness. Artificial Intelligence and Law (2021), 1–17. https://doi.org/10.1007/s10506-021-09286-4

3. What We Can't Measure, We Can't Understand

4. Shreya Atrey . 2017. Redefining frontiers of EU discrimination law. Public Law ( 2017 ), 185–195. Shreya Atrey. 2017. Redefining frontiers of EU discrimination law. Public Law (2017), 185–195.

5. Susanne Baer Melanie Bittner and Anna Lena Göttsche. 2010. Mehrdimensionale Diskriminierung – Begriffe Theorien und juristische Analyse. Teilexpertise erstellt im Auftrag der Antidiskriminierungsstelle des Bundes. https://www.antidiskriminierungsstelle.de/SharedDocs/downloads/DE/publikationen/Expertisen/expertise_mehrdimensionale_diskriminierung_jur_analyse.pdf?__blob=publicationFile&v=3 Susanne Baer Melanie Bittner and Anna Lena Göttsche. 2010. Mehrdimensionale Diskriminierung – Begriffe Theorien und juristische Analyse. Teilexpertise erstellt im Auftrag der Antidiskriminierungsstelle des Bundes. https://www.antidiskriminierungsstelle.de/SharedDocs/downloads/DE/publikationen/Expertisen/expertise_mehrdimensionale_diskriminierung_jur_analyse.pdf?__blob=publicationFile&v=3

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