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Genomic data imputation with variational auto-encoders

BACKGROUND: As missing values are frequently present in genomic data, practical methods to handle missing data are necessary for downstream analyses that require complete data sets. State-of-the-art imputation techniques, including methods based on singular value decomposition and K-nearest neighbor...

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Detalles Bibliográficos
Autores principales: Qiu, Yeping Lina, Zheng, Hong, Gevaert, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7407276/
https://www.ncbi.nlm.nih.gov/pubmed/32761097
http://dx.doi.org/10.1093/gigascience/giaa082