Survey on fairness notions and related tensions

Author:

Alves Guilherme,Bernier Fabien,Couceiro Miguel,Makhlouf KarimaORCID,Palamidessi Catuscia,Zhioua Sami

Publisher

Elsevier BV

Subject

Applied Mathematics,Computational Mathematics,Business, Management and Accounting (miscellaneous),Statistics and Probability,General Decision Sciences

Reference67 articles.

1. A reductions approach to fair classification;Agarwal,2018

2. Fair regression: Quantitative definitions and reduction-based algorithms;Agarwal,2019

3. Trade-Offs between Fairness and Privacy in Machine Learning;Agarwal,2020

4. Reducing unintended bias of ML models on tabular and textual data;Alves,2021

5. Studying the impact of feature importance and weighted aggregation in tackling process fairness;Alves,2022

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