Discordant pair analysis for sample efficient model evaluation

We present a new technique for assessing the effectiveness of a classification algorithm using discordant pair analysis. This method utilizes a known performance baseline algorithm and a large unlabeled dataset with an assumed class distribution to obtain overall performance estimates by only assess...

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Detalles Bibliográficos
Autores principales: Musgrove, Donald, Radtke, Andrew, Haddad, Tarek
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10684559/
https://www.ncbi.nlm.nih.gov/pubmed/38017010
http://dx.doi.org/10.1038/s41598-023-48017-4

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10684559/
https://www.ncbi.nlm.nih.gov/pubmed/38017010
http://dx.doi.org/10.1038/s41598-023-48017-4

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