The Resource Multilayer Neural Networks : A Generalized Net Perspective, by Maciej Krawczak, (electronic resource)

Multilayer Neural Networks : A Generalized Net Perspective, by Maciej Krawczak, (electronic resource)

Label
Multilayer Neural Networks : A Generalized Net Perspective
Title
Multilayer Neural Networks
Title remainder
A Generalized Net Perspective
Statement of responsibility
by Maciej Krawczak
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
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
Member of
http://library.link/vocab/creatorName
Krawczak, Maciej
Image bit depth
0
LC call number
Q342
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
Series statement
Studies in Computational Intelligence,
Series volume
478
http://library.link/vocab/subjectName
  • Engineering
  • Artificial intelligence
  • Engineering
  • Computational Intelligence
  • Artificial Intelligence (incl. Robotics)
  • Control
Label
Multilayer Neural Networks : A Generalized Net Perspective, by Maciej Krawczak, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction to Multilayer Neural Networks -- Basics of Generalized Nets -- Simulation Process of Neural Networks -- Learning from Examples -- Learning as a Control Process -- Parameterisation of Learning -- Adjoint Neural Networks
Dimensions
unknown
Extent
XII, 182 p. 35 illus.
File format
multiple file formats
Form of item
electronic
Isbn
9783319002484
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-00248-4
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-00248-4
Label
Multilayer Neural Networks : A Generalized Net Perspective, by Maciej Krawczak, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction to Multilayer Neural Networks -- Basics of Generalized Nets -- Simulation Process of Neural Networks -- Learning from Examples -- Learning as a Control Process -- Parameterisation of Learning -- Adjoint Neural Networks
Dimensions
unknown
Extent
XII, 182 p. 35 illus.
File format
multiple file formats
Form of item
electronic
Isbn
9783319002484
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-00248-4
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-00248-4

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