Estimating Group Fairness Using Pairwise Similarity

Author:

Supeesun Adisak1,Chawachat Jakarin2,Mettanant Vacharapat1,Fakcharoenphol Jittat2

Affiliation:

1. Kasetsart University,Faculty of Engineering at Sriracha,Department of Computer Engineering,Chonburi,Thailand

2. Chiang Mai University,Faculty of Science,Department of Computer Science,Chiang Mai,Thailand

Publisher

IEEE

Reference18 articles.

1. A snapshot of the frontiers of fairness in machine learning

2. Fairness through awareness

3. Two simple ways to learn individual fairness metrics from data;Mukherjee,2020

4. Individual Fairness for Graph Neural Networks

5. Inherent trade-offs in the fair determination of risk scores;Kleinberg,2017

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