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Non-negative matrix factorization techniques: advances in theory and applications

This book collects new results, concepts and further developments of NMF. The open problems discussed include, e.g. in bioinformatics: NMF and its extensions applied to gene expression, sequence analysis, the functional characterization of genes, clustering and text mining etc. The research results...

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Detalles Bibliográficos
Autor principal: Naik, Ganesh
Lenguaje:eng
Publicado: Springer 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-662-48331-2
http://cds.cern.ch/record/2112709
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author Naik, Ganesh
author_facet Naik, Ganesh
author_sort Naik, Ganesh
collection CERN
description This book collects new results, concepts and further developments of NMF. The open problems discussed include, e.g. in bioinformatics: NMF and its extensions applied to gene expression, sequence analysis, the functional characterization of genes, clustering and text mining etc. The research results previously scattered in different scientific journals and conference proceedings are methodically collected and presented in a unified form. While readers can read the book chapters sequentially, each chapter is also self-contained. This book can be a good reference work for researchers and engineers interested in NMF, and can also be used as a handbook for students and professionals seeking to gain a better understanding of the latest applications of NMF.
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institution Organización Europea para la Investigación Nuclear
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spelling cern-21127092021-04-21T20:01:34Zdoi:10.1007/978-3-662-48331-2http://cds.cern.ch/record/2112709engNaik, GaneshNon-negative matrix factorization techniques: advances in theory and applicationsEngineeringThis book collects new results, concepts and further developments of NMF. The open problems discussed include, e.g. in bioinformatics: NMF and its extensions applied to gene expression, sequence analysis, the functional characterization of genes, clustering and text mining etc. The research results previously scattered in different scientific journals and conference proceedings are methodically collected and presented in a unified form. While readers can read the book chapters sequentially, each chapter is also self-contained. This book can be a good reference work for researchers and engineers interested in NMF, and can also be used as a handbook for students and professionals seeking to gain a better understanding of the latest applications of NMF.Springeroai:cds.cern.ch:21127092016
spellingShingle Engineering
Naik, Ganesh
Non-negative matrix factorization techniques: advances in theory and applications
title Non-negative matrix factorization techniques: advances in theory and applications
title_full Non-negative matrix factorization techniques: advances in theory and applications
title_fullStr Non-negative matrix factorization techniques: advances in theory and applications
title_full_unstemmed Non-negative matrix factorization techniques: advances in theory and applications
title_short Non-negative matrix factorization techniques: advances in theory and applications
title_sort non-negative matrix factorization techniques: advances in theory and applications
topic Engineering
url https://dx.doi.org/10.1007/978-3-662-48331-2
http://cds.cern.ch/record/2112709
work_keys_str_mv AT naikganesh nonnegativematrixfactorizationtechniquesadvancesintheoryandapplications