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Computation of the distribution of model accuracy statistics in machine learning: Comparison between analytically derived distributions and simulation‐based methods

BACKGROUND AND AIMS: All fields have seen an increase in machine‐learning techniques. To accurately evaluate the efficacy of novel modeling methods, it is necessary to conduct a critical evaluation of the utilized model metrics, such as sensitivity, specificity, and area under the receiver operator...

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Detalles Bibliográficos
Autores principales: Huang, Alexander A., Huang, Samuel Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10119581/
https://www.ncbi.nlm.nih.gov/pubmed/37091362
http://dx.doi.org/10.1002/hsr2.1214