The Resource Static and dynamic neural networks : from fundamentals to advanced theory, Madan M. Gupta, Liang Jin, Noriyasu Homma, (electronic resource)

Static and dynamic neural networks : from fundamentals to advanced theory, Madan M. Gupta, Liang Jin, Noriyasu Homma, (electronic resource)

Label
Static and dynamic neural networks : from fundamentals to advanced theory
Title
Static and dynamic neural networks
Title remainder
from fundamentals to advanced theory
Statement of responsibility
Madan M. Gupta, Liang Jin, Noriyasu Homma
Creator
Contributor
Provider
Publisher
Subject
Language
eng
Summary
Annotation
Cataloging source
DG1
http://library.link/vocab/creatorName
Gupta, Madan M
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.G86 2003
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Jin, Liang
  • Homma, Noriyasu
  • IEEE Xplore
  • John Wiley & Sons
  • Institute of Electrical and Electronics Engineers
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Neural networks (Computer science)
Summary expansion
Provides comprehensive treatment of the theory of both static and dynamic neural networks.<br />* Theoretical concepts are illustrated by reference to practical examples Includes end-of-chapter exercises and end-of-chapter exercises.<br />*An Instructor Support FTP site is available from the Wiley editorial department
Label
Static and dynamic neural networks : from fundamentals to advanced theory, Madan M. Gupta, Liang Jin, Noriyasu Homma, (electronic resource)
Instantiates
Publication
Note
Made available via IEEE Xplore Digital Library
Bibliography note
Includes bibliographical references and index
Contents
Machine generated contents note: Foreword / Lofti A. Zadeh -- pt. I Foundations of Neural Networks -- 1. Neural Systems: An Introduction -- 2. Biological Foundations of Neuronal Morphology -- 3. Neural Units: Concepts, Models, and Learning -- pt. II Static Neural Networks -- 4. Multilayered Feedforward Neural Networks (MFNNs) and Backpropagation Learning Algorithms -- 5. Advanced Methods for Learning and Adaptation in MFNNs -- 6. Radial Basis Function Neural Networks -- 7. Function Approximation Using Feedforward Neural Networks -- pt. III Dynamic Neural Networks -- 8. Dynamic Neural Units (DNUs): Nonlinear Models and Dynamics -- 9. Continuous-Time Dynamic Neural Networks -- 10. Learning and Adaptation in Dynamic Neural Networks -- 11. Stability of Continuous-Time Dynamic Neural Networks -- 12. Discrete-Time Dynamic Neural Networks and Their Stability -- pt. IV Some Advanced Topics in Neural Networks -- 13. Binary Neural Networks -- 14. Feedback Binary Associative Memories -- 15. Fuzzy Sets and Fuzzy Neural Networks -- App. A Current Bibliographic Sources on Neural Networks
Extent
1 online resource (xxviii, 722 p.)
Form of item
online
Isbn
9780471427957
Other control number
10.1002/0471427950
Other physical details
ill.
Specific material designation
remote
System control number
  • (OCoLC)85820337
  • (OCoLC)ocm85820337
Label
Static and dynamic neural networks : from fundamentals to advanced theory, Madan M. Gupta, Liang Jin, Noriyasu Homma, (electronic resource)
Publication
Note
Made available via IEEE Xplore Digital Library
Bibliography note
Includes bibliographical references and index
Contents
Machine generated contents note: Foreword / Lofti A. Zadeh -- pt. I Foundations of Neural Networks -- 1. Neural Systems: An Introduction -- 2. Biological Foundations of Neuronal Morphology -- 3. Neural Units: Concepts, Models, and Learning -- pt. II Static Neural Networks -- 4. Multilayered Feedforward Neural Networks (MFNNs) and Backpropagation Learning Algorithms -- 5. Advanced Methods for Learning and Adaptation in MFNNs -- 6. Radial Basis Function Neural Networks -- 7. Function Approximation Using Feedforward Neural Networks -- pt. III Dynamic Neural Networks -- 8. Dynamic Neural Units (DNUs): Nonlinear Models and Dynamics -- 9. Continuous-Time Dynamic Neural Networks -- 10. Learning and Adaptation in Dynamic Neural Networks -- 11. Stability of Continuous-Time Dynamic Neural Networks -- 12. Discrete-Time Dynamic Neural Networks and Their Stability -- pt. IV Some Advanced Topics in Neural Networks -- 13. Binary Neural Networks -- 14. Feedback Binary Associative Memories -- 15. Fuzzy Sets and Fuzzy Neural Networks -- App. A Current Bibliographic Sources on Neural Networks
Extent
1 online resource (xxviii, 722 p.)
Form of item
online
Isbn
9780471427957
Other control number
10.1002/0471427950
Other physical details
ill.
Specific material designation
remote
System control number
  • (OCoLC)85820337
  • (OCoLC)ocm85820337

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