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Inferring feature importance with uncertainties with application to large genotype data

Estimating feature importance, which is the contribution of a prediction or several predictions due to a feature, is an essential aspect of explaining data-based models. Besides explaining the model itself, an equally relevant question is which features are important in the underlying data generatin...

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Detalles Bibliográficos
Autores principales: Johnsen, Pål Vegard, Strümke, Inga, Langaas, Mette, DeWan, Andrew Thomas, Riemer-Sørensen, Signe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10038287/
https://www.ncbi.nlm.nih.gov/pubmed/36917581
http://dx.doi.org/10.1371/journal.pcbi.1010963