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Explaining multivariate molecular diagnostic tests via Shapley values

BACKGROUND: Machine learning (ML) can be an effective tool to extract information from attribute-rich molecular datasets for the generation of molecular diagnostic tests. However, the way in which the resulting scores or classifications are produced from the input data may not be transparent. Algori...

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Detalles Bibliográficos
Autores principales: Roder, Joanna, Maguire, Laura, Georgantas, Robert, Roder, Heinrich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8265031/
https://www.ncbi.nlm.nih.gov/pubmed/34238309
http://dx.doi.org/10.1186/s12911-021-01569-9