The Resource Neural network learning and expert systems, Stephen I. Gallant

Neural network learning and expert systems, Stephen I. Gallant

Label
Neural network learning and expert systems
Title
Neural network learning and expert systems
Statement of responsibility
Stephen I. Gallant
Creator
Subject
Language
eng
Summary
"Most neural network programs for personal computers simply control a set of fixed, canned network-layer algorithms with pulldown menus. This new tutorial offers hands-on neural network experiments with a different approach. A simple matrix language lets users create their own neural networks and combine networks, and this is the only currently available software permitting combined simulation of neural networks together with other dynamic systems such as robots or physiological models. The enclosed student version of DESIRE/NEUNET differs from the full system only in the size of its data area and includes a screen editor, compiler, color graphics, help screens, and ready-to-run examples. Users can also add their own help screens and interactive menus. The book provides an introduction to neural networks and simulation, a tutorial on the software, and many complete programs including several backpropagation schemes, creeping random search, competitive learning with and without adaptive-resonance function and "conscience," counterpropagation, nonlinear Grossberg-type neurons, Hopfield-type and bidirectional associative memories, predictors, function learning, biological clocks, system identification, and more. In addition, the book introduces a simple, integrated environment for programming, displays, and report preparation. Even differential equations are entered in ordinary mathematical notation. Users need not learn C or LISP to program nonlinear neuron models. To permit truly interactive experiments, the extra-fast compilation is unnoticeable, and simulations execute faster than PC FORTRAN. The nearly 90 illustrations include block diagrams, computer programs, and simulation-output graphs."
Cataloging source
N$T
http://library.link/vocab/creatorName
Gallant, Stephen I
Dewey number
006.3
Illustrations
illustrations
Index
index present
Language note
English
LC call number
QA76.87
LC item number
.G35 1993eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Expert systems (Computer science)
Label
Neural network learning and expert systems, Stephen I. Gallant
Link
https://ezproxy.lib.ou.edu/login?url=http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=3114
Instantiates
Publication
Copyright
Note
  • "Granino A. Kom has been a Professor of Electrical Engineering at the University of Arizona and has worked in the aerospace industry for a decade. He is the author of ten other engineering texts and handbooks."
  • "A Bradford Book."
Bibliography note
Includes bibliographical references (pages 349-359) and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • 5.
  • Autoassociators and one-shot learning
  • 6.
  • Mean squared error (MSE) algorithms
  • 7.
  • Unsupervised learning
  • 8.
  • The distributed method and radial basis functions
  • 9.
  • Computational learning theory and the BRD algorithm
  • 1.
  • 10.
  • Constructive algorithms
  • 11.
  • Backpropagation
  • 12.
  • Backpropagation : variations and applications
  • 13.
  • Simulated annealing and boltzmann machines
  • 14.
  • Expert systems and neural networks
  • Introduction and important definitions
  • 15.
  • Details of the MACIE system
  • 16.
  • Noise, redundancy, fault detection, and bayesian decision theory
  • 17.
  • Extracting rules from networks
  • 2.
  • Representation issues
  • 3.
  • Perceptron learning and the pocket algorithm
  • 4.
  • Winner-take-all groups or linear machines
Dimensions
unknown
Extent
1 online resource (xvi, 365 pages)
Form of item
online
Isbn
9780585040288
Media category
computer
Media MARC source
rdamedia
Media type code
c
Note
eBooks on EBSCOhost
Other physical details
illustrations
Specific material designation
remote
System control number
  • (OCoLC)43474728
  • (OCoLC)ocm43474728
Label
Neural network learning and expert systems, Stephen I. Gallant
Link
https://ezproxy.lib.ou.edu/login?url=http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=3114
Publication
Copyright
Note
  • "Granino A. Kom has been a Professor of Electrical Engineering at the University of Arizona and has worked in the aerospace industry for a decade. He is the author of ten other engineering texts and handbooks."
  • "A Bradford Book."
Bibliography note
Includes bibliographical references (pages 349-359) and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • 5.
  • Autoassociators and one-shot learning
  • 6.
  • Mean squared error (MSE) algorithms
  • 7.
  • Unsupervised learning
  • 8.
  • The distributed method and radial basis functions
  • 9.
  • Computational learning theory and the BRD algorithm
  • 1.
  • 10.
  • Constructive algorithms
  • 11.
  • Backpropagation
  • 12.
  • Backpropagation : variations and applications
  • 13.
  • Simulated annealing and boltzmann machines
  • 14.
  • Expert systems and neural networks
  • Introduction and important definitions
  • 15.
  • Details of the MACIE system
  • 16.
  • Noise, redundancy, fault detection, and bayesian decision theory
  • 17.
  • Extracting rules from networks
  • 2.
  • Representation issues
  • 3.
  • Perceptron learning and the pocket algorithm
  • 4.
  • Winner-take-all groups or linear machines
Dimensions
unknown
Extent
1 online resource (xvi, 365 pages)
Form of item
online
Isbn
9780585040288
Media category
computer
Media MARC source
rdamedia
Media type code
c
Note
eBooks on EBSCOhost
Other physical details
illustrations
Specific material designation
remote
System control number
  • (OCoLC)43474728
  • (OCoLC)ocm43474728

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