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Nonnegative matrix and tensor factorizations : applications to exploratory multi-way data analysis and blind source separation

By: Contributor(s): Material type: TextTextPublication details: United Kingdom: John Wiley, ©2009.Description: xxi, 477 p. : col. ill. ; 25 cmISBN:
  • 9780470746660
Subject(s): DDC classification:
  • 005.1 22 CIC-N
LOC classification:
  • QA76.9.A43 N65 2009
Contents:
Problem statements and models -- Similarity measures and generalized divergences -- Multiplicative iterative algorithms for NMF with sparsity constraints -- Alternating least squares and related algorithms for NMF and SCA problems -- Projected gradient algorithms -- Quasi-Newton algorithms for nonnegative matrix factorization -- Multi-way array (tensor) factorizations and decompositions -- Selected applications.
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Holdings
Item type Current library Collection Call number Status Date due Barcode Item holds
Books Books IIITD Reference Computer Science and Engineering REF 005.1 CIC-N (Browse shelf(Opens below)) Available 004751
Total holds: 0

Includes bibliographical references and index.

Problem statements and models -- Similarity measures and generalized divergences -- Multiplicative iterative algorithms for NMF with sparsity constraints -- Alternating least squares and related algorithms for NMF and SCA problems -- Projected gradient algorithms -- Quasi-Newton algorithms for nonnegative matrix factorization -- Multi-way array (tensor) factorizations and decompositions -- Selected applications.

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