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Metagenes and Molecular Pattern Discovery Using Matrix Factorization

Metagenes and Molecular Pattern Discovery Using Matrix Factorization

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_miscellaneous_71756093

Metagenes and Molecular Pattern Discovery Using Matrix Factorization

About this item

Full title

Metagenes and Molecular Pattern Discovery Using Matrix Factorization

Publisher

United States: National Academy of Sciences

Journal title

Proceedings of the National Academy of Sciences - PNAS, 2004-03, Vol.101 (12), p.4164-4169

Language

English

Formats

Publication information

Publisher

United States: National Academy of Sciences

More information

Scope and Contents

Contents

We describe here the use of nonnegative matrix factorization (NMF), an algorithm based on decomposition by parts that can reduce the dimension of expression data from thousands of genes to a handful of metagenes. Coupled with a model selection mechanism, adapted to work for any stochastic clustering algorithm, NMF is an efficient method for identif...

Alternative Titles

Full title

Metagenes and Molecular Pattern Discovery Using Matrix Factorization

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_miscellaneous_71756093

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_miscellaneous_71756093

Other Identifiers

ISSN

0027-8424

E-ISSN

1091-6490

DOI

10.1073/pnas.0308531101

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