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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...
Autores principales: | Thomas, Rachel L., Uminsky, David |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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 |
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