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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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Detalles Bibliográficos
Autores principales: Carey, Alycia N., Wu, Xintao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9099231/
https://www.ncbi.nlm.nih.gov/pubmed/35574571
http://dx.doi.org/10.3389/fdata.2022.892837