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Neural and Adaptive Systems: Fundamentals Through Simulations

Principe, Jose C.;Euliano, Neil R.;Lefebvre, W.Curt;Principe, J. C.

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ISBN 10: 0471351679 / ISBN 13: 9780471351672
Published by Somerset, New Jersey, U.S.A.: John Wiley & Sons Inc, 1999
Used Condition: Good Soft cover
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Bibliographic Details

Title: Neural and Adaptive Systems: Fundamentals ...

Publisher: Somerset, New Jersey, U.S.A.: John Wiley & Sons Inc

Publication Date: 1999

Binding: Soft cover

Book Condition:Good

About this title

Synopsis:

Develop New Insight into the Behavior of Adaptive Systems

This one-of-a-kind interactive book and CD-ROM will help youdevelop a better understanding of the behavior of adaptive systems.Developed as part of a project aimed at innovating the teaching ofadaptive systems in science and engineering, it unifies theconcepts of neural networks and adaptive filters into a commonframework. It begins by explaining the fundamentals of adaptivelinear regression and builds on these concepts to explore patternclassification, function approximation, feature extraction, andtime-series modeling/prediction. The text is integrated with theindustry standard neural network/adaptive system simulatorNeuroSolutions. This allows the authors to demonstrate andreinforce key concepts using over 200 interactive examples. Each ofthese examples is 'live,' allowing the user to change parametersand experiment first-hand with real-world adaptive systems. Thiscreates a powerful environment for learning through bothvisualization and experimentation. Key Features of the Text

  • The text and CD combine to become an interactive learningtool.
  • Emphasis is on understanding the behavior of adaptive systemsrather than mathematical derivations.
  • Each key concept is followed by an interactive example.
  • Over 200 fully functional simulations of adaptive systems areincluded.
  • The text and CD offer a unified view of neural networks,adaptive filters, pattern recognition, and support vectormachines.
  • Hyperlinks allow instant access to keyword definitions,bibliographic references, equations, and advanced discussions ofconcepts.

The CD-ROM Contains:

  • A complete, electronic version of the text in hypertextformat
  • NeuroSolutions, an industry standard, icon-based neuralnetwork/adaptive system simulator
  • A tutorial on how to use NeuroSolutions
  • Additional data files to use with the simulator

"An innovative approach to describing neurocomputing andadaptive learning systems from a perspective which unifiesclassical linear adaptive systems approaches with the modernadvances in neural networks. It is rich in examples and practicalinsight."
James Zeidler, University of California, SanDiego

About the Author:

Jose C. Principe, University of FloridaNeil R. Euliano and W. Curt Lefebvre, both of NeuroDimension, Inc.

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