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Sparsity-Penalized Stacked Denoising Autoencoders for Imputing Single-Cell RNA-seq Data

Single-cell RNA-seq (scRNA-seq) is quite prevalent in studying transcriptomes, but it suffers from excessive zeros, some of which are true, but others are false. False zeros, which can be seen as missing data, obstruct the downstream analysis of single-cell RNA-seq data. How to distinguish true zero...

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Detalles Bibliográficos
Autores principales: Chi, Weilai, Deng, Minghua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7291078/
https://www.ncbi.nlm.nih.gov/pubmed/32403260
http://dx.doi.org/10.3390/genes11050532