Nonnegative matrix factorization

by Gillis, Nicolas

Type Book

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"This book provides a comprehensive and up-to-date account of the NMF problem and its most significant features"--

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Title Statements

Full title :Nonnegative matrix factorization / Nicolas Gillis, University of Mons, Mons, Belgium.

Summary

"This book provides a comprehensive and up-to-date account of the NMF problem and its most significant features"--

Edition Statements

Publication Date:2021

Publication Statements

Publisher(s):Society for Industrial and Applied Mathematics
Place of Publication:Philadelphia
Language:eng
Publication Date:2021

The Physical Object

Description:1 online resource

Edition Identifiers

ISBN:9781611976410, 1611976413
oclc:on1196822540
LC Classification:QA188
Dewey Decimal:512.9/434

1. Introduction -- 2. Exact NMF -- 3. Nonnegative rank -- 4. Identifiability -- 5. NMF models -- 6. Computational complexity of NMF -- 7. Near-separable NMF -- 8. Iterative algorithms for NMF -- 9. Applications.

Subjects

Algorithmes ALGORITHMS Computer algorithms Computers -- Data Science Data Mining Electronic books Exploration de données (Informatique) factorisation Factorization (Mathematics) MATHEMATICS -- Algebra MATHEMATICS -- Matrices MATHEMATICS -- Optimization Matrices non-négatives Non-negative matrices