Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data

Dimensionality reduction is used to make the analysis of single-cell RNA sequencing data more efficient. Here the authors propose a method, EDGE, which simultaneously carries out dimensionality reduction and feature gene extraction.

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Detalles Bibliográficos
Autores principales:	Xiaoxiao Sun, Yiwen Liu, Lingling An
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/1d299ddc8b48413b83824aa45ed590a8
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spelling	oai:doaj.org-article:1d299ddc8b48413b83824aa45ed590a82021-12-02T15:39:27ZEnsemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data10.1038/s41467-020-19465-72041-1723https://doaj.org/article/1d299ddc8b48413b83824aa45ed590a82020-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-19465-7https://doaj.org/toc/2041-1723Dimensionality reduction is used to make the analysis of single-cell RNA sequencing data more efficient. Here the authors propose a method, EDGE, which simultaneously carries out dimensionality reduction and feature gene extraction.Xiaoxiao SunYiwen LiuLingling AnNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-9 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Xiaoxiao Sun Yiwen Liu Lingling An Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data
description	Dimensionality reduction is used to make the analysis of single-cell RNA sequencing data more efficient. Here the authors propose a method, EDGE, which simultaneously carries out dimensionality reduction and feature gene extraction.
format	article
author	Xiaoxiao Sun Yiwen Liu Lingling An
author_facet	Xiaoxiao Sun Yiwen Liu Lingling An
author_sort	Xiaoxiao Sun
title	Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data
title_short	Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data
title_full	Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data
title_fullStr	Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data
title_full_unstemmed	Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data
title_sort	ensemble dimensionality reduction and feature gene extraction for single-cell rna-seq data
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/1d299ddc8b48413b83824aa45ed590a8
work_keys_str_mv	AT xiaoxiaosun ensembledimensionalityreductionandfeaturegeneextractionforsinglecellrnaseqdata AT yiwenliu ensembledimensionalityreductionandfeaturegeneextractionforsinglecellrnaseqdata AT linglingan ensembledimensionalityreductionandfeaturegeneextractionforsinglecellrnaseqdata
_version_	1718385917068050432

Ensemble dimensionality reduction and feature gene extraction for single-cell RNA-seq data

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