Studies in Computational Intelligence

Models of Neurons and Perceptrons: Selected Problems and Challenges

Authors: Bielecki, Andrzej

  • Presents the modeling of neural systems, as well as hardware and software implementations of these models and their analysis using mathematical tools
  • Discusses models of neural networks in the context of their modeling
  • Unifies the studies on mathematical modeling of the biological neural structures and artificial neural networks
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eBook $129.00
price for USA in USD (gross)
  • ISBN 978-3-319-90140-4
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Hardcover $169.99
price for USA in USD
  • ISBN 978-3-319-90139-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This book describes models of the neuron and multilayer neural structures, with a particular focus on mathematical models. It also discusses electronic circuits used as models of the neuron and the synapse, and analyses the relations between the circuits and mathematical models in detail. The first part describes the biological foundations and provides a comprehensive overview of the artificial neural networks. The second part then presents mathematical foundations, reviewing elementary topics, as well as lesser-known problems such as topological conjugacy of dynamical systems and the shadowing property. The final two parts describe the models of the neuron, and the mathematical analysis of the properties of artificial multilayer neural networks. Combining biological, mathematical and electronic approaches, this multidisciplinary book it useful for the mathematicians interested in artificial neural networks and models of the neuron, for computer scientists interested in formal foundations of artificial neural networks, and for the biologists interested in mathematical and electronic models of neural structures and processes. 

Table of contents (14 chapters)

Buy this book

eBook $129.00
price for USA in USD (gross)
  • ISBN 978-3-319-90140-4
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $169.99
price for USA in USD
  • ISBN 978-3-319-90139-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Models of Neurons and Perceptrons: Selected Problems and Challenges
Authors
Series Title
Studies in Computational Intelligence
Series Volume
770
Copyright
2019
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG, part of Springer Nature
eBook ISBN
978-3-319-90140-4
DOI
10.1007/978-3-319-90140-4
Hardcover ISBN
978-3-319-90139-8
Series ISSN
1860-949X
Edition Number
1
Number of Pages
VI, 156
Number of Illustrations and Tables
30 b/w illustrations
Topics