The Causal Fairness Field Guide: Perspectives From Social and Formal Sciences

Over the past several years, multiple different methods to measure the causal fairness of machine learning models have been proposed. However, despite the growing number of publications and implementations, there is still a critical lack of literature that explains the interplay of causality-based f...

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Bibliographic Details
Main Authors: Alycia N. Carey, Xintao Wu
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-04-01
Series:Frontiers in Big Data
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fdata.2022.892837/full