Studies in Computational Intelligence

Complex-Valued Neural Networks

Authors: Hirose, Akira

  • Latest research on Complex-valued Neural Networks
  • 2nd enlarged and revised edition
  • Written by a leading expert in the field
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About this book

This book is the second enlarged and revised edition of the first successful monograph on complex-valued neural networks (CVNNs) published in 2006, which lends itself to graduate and undergraduate courses in electrical engineering, informatics, control engineering, mechanics, robotics, bioengineering, and other relevant fields.

In the second edition the recent trends in CVNNs research are included, resulting in e.g. almost a doubled number of references. The parametron invented in 1954 is also referred to with discussion on analogy and disparity. Also various additional arguments on the advantages of the complex-valued neural networks enhancing the difference to real-valued neural networks are given in various sections.

The book is useful for those beginning their studies, for instance, in adaptive signal processing for highly functional sensing and imaging, control in unknown and changing environment, robotics inspired by human neural systems, and brain-like information processing, as well as interdisciplinary studies to realize comfortable society. It is also helpful to those who carry out research and development regarding new products and services at companies. The author wrote this book hoping in particular that it provides the readers with meaningful hints to make good use of neural networks in fully practical applications. The book emphasizes basic ideas and ways of thinking. Why do we need to consider neural networks that deal with complex numbers? What advantages do the complex-valued neural networks have? What is the origin of the advantages? In what areas do they develop principal applications? This book answers these questions by describing details and examples, which will inspire the readers with new ideas.

 

 

The book is useful for those beginning their studies, for instance, in adaptive signal processing for highly functional sensing and imaging, control in unknown and changing environment, robotics inspired by human neural systems, and brain-like information processing, as well as interdisciplinary studies to realize comfortable society. It is also helpful to those who carry out research and development regarding new products and services at companies. The author wrote this book hoping in particular that it provides the readers with meaningful hints to make good use of neural networks in fully practical applications. The book emphasizes basic ideas and ways of thinking. Why do we need to consider neural networks that deal with complex numbers? What advantages do the complex-valued neural networks have? What is the origin of the advantages? In what areas do they develop principal applications? This book answers these questions by describing details and examples, which will inspire the readers with new ideas.

 

 

Table of contents (11 chapters)

  • Complex-Valued Neural Networks Fertilize Electronics

    Hirose, Akira

    Pages 3-8

  • Neural Networks: The Characteristic Viewpoints

    Hirose, Akira

    Pages 9-15

  • Complex-Valued Neural Networks: Distinctive Features

    Hirose, Akira

    Pages 17-56

  • Constructions and Dynamics of Neural Networks

    Hirose, Akira

    Pages 57-100

  • Land-Surface Classification with Unevenness and Reflectance Taken into Consideration

    Hirose, Akira

    Pages 103-111

Buy this book

eBook $109.00
price for USA in USD (gross)
  • ISBN 978-3-642-27632-3
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.99
price for USA in USD
  • ISBN 978-3-642-27631-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $149.99
price for USA in USD
  • ISBN 978-3-642-43579-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the eBook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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Bibliographic Information

Bibliographic Information
Book Title
Complex-Valued Neural Networks
Authors
Series Title
Studies in Computational Intelligence
Series Volume
400
Copyright
2012
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-27632-3
DOI
10.1007/978-3-642-27632-3
Hardcover ISBN
978-3-642-27631-6
Softcover ISBN
978-3-642-43579-9
Series ISSN
1860-949X
Edition Number
2
Number of Pages
XVIII, 198
Additional Information
2nd edition
Topics