CloudNMF: A MapReduce Implementation of Nonnegative Matrix Factorization for Large-scale Biological Datasets

In the past decades, advances in high-throughput technologies have led to the generation of huge amounts of biological data that require analysis and interpretation. Recently, nonnegative matrix factorization (NMF) has been introduced as an efficient way to reduce the complexity of data as well as t...

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Bibliographic Details
Main Authors: Ruiqi Liao, Yifan Zhang, Jihong Guan, Shuigeng Zhou
Format: Article
Language:English
Published: Elsevier 2014-02-01
Series:Genomics, Proteomics & Bioinformatics
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1672022913000752