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

Authors: Cichocki, Andrzej.%author Published by : Wiley, (Chichester, England :) Physical details: xxi, 477 p. : col. ill. ; 25 cm. ISBN: 0470746661 Subject(s): Computer algorithms. | Data mining. | Machine learning. | Data structures (Computer science) Year: 2009
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Book Book AUM Main Library 005.1 N814 (Browse Shelf) Available JBC/2012/6152

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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