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E-book
Author Cirrincione, Giansalvo, 1959-

Title Neural-based orthogonal data fitting : the EXIN neural networks / Giansalvo Cirrincione, Maurizio Cirrincione
Published Hoboken, N.J. : Wiley, ©2010

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Description 1 online resource (xviii, 243 pages, 12 unnumbered pages of plates) : illustrations (some color)
Series Adaptive and learning systems for signal processing, communication, and control
Adaptive and learning systems for signal processing, communications, and control.
Contents Frontmatter -- Color Plates -- Total Least Squares Problems -- MCA EXIN Neuron -- Variants of the MCA EXIN Neuron -- Introduction to the TLS EXIN Neuron -- Generalization of Linear Regression Problems -- GeMCA EXIN Theory -- References -- Index -- Adaptive and Learning Systems for Signal Processing, Communication, and Control
Summary "Written by three leaders in the field of neural based algorithms, Neural Based Orthogonal Data Fitting proposes several neural networks, all endowed with a complete theory which not only explains their behavior, but also compares them with the existing neural and traditional algorithms. The algorithms are studied from different points of view, including: as a differential geometry problem, as a dynamic problem, as a stochastic problem, and as a numerical problem. All algorithms have also been analyzed on real time problems (large dimensional data matrices) and have shown accurate solutions. Where most books on the subject are dedicated to PCA (principal component analysis) and consider MCA (minor component analysis) as simply a consequence, this is the fist book to start from the MCA problem and arrive at important conclusions about the PCA problem."-- Provided by publisher
Bibliography Includes bibliographical references and index
Notes English
Print version record
Subject Neural networks (Computer science)
Numerical analysis.
Orthogonalization methods.
COMPUTERS -- Neural Networks.
Neural networks (Computer science)
Numerical analysis
Orthogonalization methods
Form Electronic book
Author Cirrincione, Maurizio, 1961-
ISBN 9780470638286
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9780470638279
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9781118097748
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9781282989764
9786612989766
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