Computers & Internet Books:

Principal Component Neural Networks

Theory and Applications
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Description

Systematically explores the relationship between principal component analysis (PCA) and neural networks. Provides a synergistic examination of the mathematical, algorithmic, application and architectural aspects of principal component neural networks. Using a unified formulation, the authors present neural models performing PCA from the Hebbian learning rule and those which use least squares learning rules such as back--propagation. Examines the principles of biological perceptual systems to explain how the brain works. Every chapter contains a selected list of applications examples from diverse areas.

Author Biography:

K. I. Diamantaras is a research scientist at Aristotle University in Thessaloniki, Greece. He received his PhD from Princeton University and was formerly a research scientist for Siemans Corporate Research. S. Y. Kung is Professor of Electrical Engineering at Princeton University and received his PhD from Stanford University. He was formerly a professor of electrical engineering at the University of Southern California.
Release date Australia
April 4th, 1996
Audiences
  • Postgraduate, Research & Scholarly
  • Professional & Vocational
Pages
272
Dimensions
161x241x20
ISBN-13
9780471054368
Product ID
3088705

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