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Reliance on metrics is a fundamental challenge for AI

Through a series of case studies, we review how the unthinking pursuit of metric optimization can lead to real-world harms, including recommendation systems promoting radicalization, well-loved teachers fired by an algorithm, and essay grading software that rewards sophisticated garbage. The metrics...

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Detalles Bibliográficos
Autores principales: Thomas, Rachel L., Uminsky, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122957/
https://www.ncbi.nlm.nih.gov/pubmed/35607624
http://dx.doi.org/10.1016/j.patter.2022.100476