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Implicit data crimes: Machine learning bias arising from misuse of public data

Although open databases are an important resource in the current deep learning (DL) era, they are sometimes used “off label”: Data published for one task are used to train algorithms for a different one. This work aims to highlight that this common practice may lead to biased, overly optimistic resu...

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Detalles Bibliográficos
Autores principales: Shimron, Efrat, Tamir, Jonathan I., Wang, Ke, Lustig, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9060447/
https://www.ncbi.nlm.nih.gov/pubmed/35312366
http://dx.doi.org/10.1073/pnas.2117203119