Research Catalog

Title

Neural-based orthogonal data fitting : the EXIN neural networks / Giansalvo Cirrincione, Maurizio Cirrincione.

Author

Cirrincione, Giansalvo, 1959-

Publication

Hoboken, N.J. : Wiley, c2010.

Items in the Library & Off-site

Details

Additional Authors

Cirrincione, Maurizio, 1961-

Description

xviii, 243 p., [12] p. of plates : ill. (some col.); 25 cm.

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."--

Series Statement

Adaptive and learning systems for signal processing, communication, and control

Uniform Title

Adaptive and learning systems for signal processing, communications, and control.

Subject

• Neural networks (Computer science)
• Numerical analysis
• Orthogonalization methods

Bibliography (note)

• Includes bibliographical references and index.

ISBN

• 9780471322702 (hardback)
• 0471322709 (hardback)

LCCN

2010033317

Owning Institutions

Princeton University Library