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Multilayer Neural Networks: A Generalized Net Perspective by Maciej Krawczak

Multilayer Neural Networks: A Generalized Net Perspective

by Maciej Krawczak
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Book cover type: Paperback
  • ISBN13: 9783319033907
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 182
  • Original Price: EUR 99.99
  • Language: English
  • Edition: 2013
  • Item Weight: 287 grams
  • BISAC Subject(s): Artificial Intelligence / General, Automation, and Engineering (General)

From the Back Cover

The primary purpose of this book is to show that a multilayer neural network can be considered as a multistage system, and then that the learning of this class of neural networks can be treated as a special sort of the optimal control problem. In this way, the optimal control problem methodology, like dynamic programming, with modifications, can yield a new class of learning algorithms for multilayer neural networks.

Another purpose of this book is to show that the generalized net theory can be successfully used as a new description of multilayer neural networks. Several generalized net descriptions of neural networks functioning processes are considered, namely: the simulation process of networks, a system of neural networks and the learning algorithms developed in this book.

The generalized net approach to modelling of real systems may be used successfully for the description of a variety of technological and intellectual problems, it can be used not only for representing the parallel functioning of homogenous objects, but also for modelling non-homogenous systems, for example systems which consist of a different kind of subsystems.

The use of the generalized nets methodology shows a new way to describe functioning of discrete dynamic systems.

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