McImpute: Matrix Completion Based Imputation for Single Cell RNA-seq Data

McImpute: Matrix Completion Based Imputation for Single Cell RNA-seq Data

Motivation: Single-cell RNA sequencing has been proved to be revolutionary for its potential of zooming into complex biological systems. Genome-wide expression analysis at single-cell resolution provides a window into dynamics of cellular phenotypes. This facilitates the characterization of transcri...

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Bibliographic Details
Main Authors: Aanchal Mongia, Debarka Sengupta, Angshul Majumdar
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-01-01
Series:Frontiers in Genetics
Subjects:
scRNA-seq
dropouts
imputation
matrix completion
Nuclear norm minization
Online Access:https://www.frontiersin.org/article/10.3389/fgene.2019.00009/full

Internet

https://www.frontiersin.org/article/10.3389/fgene.2019.00009/full

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