3 months of Apress Access for free—get 12 months for the price of 9!

Physics of Neural Networks Physics of Neural Networks Models of Neural Networks

Models of Neural Networks III

Association, Generalization, and Representation

Editors: Domany, Eytan, Hemmen, J. Leo van, Schulten, Klaus (Eds.)

Free Preview

Buy this book

eBook $119.00
price for USA
  • ISBN 978-1-4612-0723-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $179.99
price for USA
  • ISBN 978-0-387-94368-8
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
Softcover $159.99
price for USA
  • ISBN 978-1-4612-6882-6
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
About this book

One of the most challenging and fascinating problems of the theory of neural nets is that of asymptotic behavior, of how a system behaves as time proceeds. This is of particular relevance to many practical applications. Here we focus on association, generalization, and representation. We turn to the last topic first. The introductory chapter, "Global Analysis of Recurrent Neural Net­ works," by Andreas Herz presents an in-depth analysis of how to construct a Lyapunov function for various types of dynamics and neural coding. It includes a review of the recent work with John Hopfield on integrate-and­ fire neurons with local interactions. The chapter, "Receptive Fields and Maps in the Visual Cortex: Models of Ocular Dominance and Orientation Columns" by Ken Miller, explains how the primary visual cortex may asymptotically gain its specific structure through a self-organization process based on Hebbian learning. His argu­ ment since has been shown to be rather susceptible to generalization.

Table of contents (8 chapters)

Table of contents (8 chapters)

Buy this book

eBook $119.00
price for USA
  • ISBN 978-1-4612-0723-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $179.99
price for USA
  • ISBN 978-0-387-94368-8
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
Softcover $159.99
price for USA
  • ISBN 978-1-4612-6882-6
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock

Services for this book

Loading...

Bibliographic Information

Bibliographic Information
Book Title
Models of Neural Networks III
Book Subtitle
Association, Generalization, and Representation
Editors
  • Eytan Domany
  • J. Leo van Hemmen
  • Klaus Schulten
Series Title
Physics of Neural Networks
Copyright
1996
Publisher
Springer-Verlag New York
Copyright Holder
Springer Science+Business Media New York
eBook ISBN
978-1-4612-0723-8
DOI
10.1007/978-1-4612-0723-8
Hardcover ISBN
978-0-387-94368-8
Softcover ISBN
978-1-4612-6882-6
Series ISSN
0939-3145
Edition Number
1
Number of Pages
XIII, 311
Topics