Bias detection by using name disparity tables across protected groups

Bias detection by using name disparity tables across protected groups

As AI-based models take an increasingly central role in our lives, so does the concern for fairness. In recent years, mounting evidence reveals how vulnerable AI models are to bias and the challenges involved in detection and mitigation. Our contribution is three-fold. Firstly, we gather name dispar...

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Bibliographic Details
Main Authors: Elhanan Mishraky, Aviv Ben Arie, Yair Horesh, Shir Meir Lador
Format: Article
Language:English
Published: Elsevier 2022-04-01
Series:Journal of Responsible Technology
Subjects:
Fairness in AI
Protected groups
Machine bias detection
Open-source
Online Access:http://www.sciencedirect.com/science/article/pii/S2666659621000135

Internet

http://www.sciencedirect.com/science/article/pii/S2666659621000135

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