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 |
|
0470638281 |
|
9780470638279 |
|
0470638273 |
|
1118097742 |
|
9781118097748 |
|
1283100797 |
|
9781283100793 |
|
9786613100795 |
|
661310079X |
|
0470940042 |
|
9780470940044 |
|
1282989766 |
|
9781282989764 |
|
9786612989766 |
|
6612989769 |
|
0470940034 |
|
9780470940037 |
|