The Resource Neural smithing : supervised learning in feedforward artificial neural networks, Russell D. Reed and Robert J. Marks II

Neural smithing : supervised learning in feedforward artificial neural networks, Russell D. Reed and Robert J. Marks II

Label
Neural smithing : supervised learning in feedforward artificial neural networks
Title
Neural smithing
Title remainder
supervised learning in feedforward artificial neural networks
Statement of responsibility
Russell D. Reed and Robert J. Marks II
Creator
Contributor
Subject
Language
eng
Summary
"Artificial neural networks are nonlinear mapping systems whose structure is loosely based on principles observed in the nervous systems of humans and animals. The basic idea is that massive systems of simple units linked together in appropriate ways can generate many complex and interesting behaviors. This book focuses on the subset of feedforward artificial neural networks called multilayer perceptions (MLP). These are the most widely used neural networks, with applications as diverse as finance (forecasting), manufacturing (process control), and science (speech and image recognition)." "This book presents an extensive and practical overview of almost every aspect of MLP methodology, progressing from an initial discussion of what MLPs are and how they might be used to an in-depth examination of technical factors affecting performance. The book can be used as a tool kit by readers interested in applying networks to specific problems, yet it also presents theory and references outlining the last ten years of MLP research."--Jacket
Member of
Cataloging source
N$T
Dewey number
006.3/2
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.R44 1998eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Label
Neural smithing : supervised learning in feedforward artificial neural networks, Russell D. Reed and Robert J. Marks II
Publication
Note
"A Bradford book."
Bibliography note
Includes bibliographical references (pages 319-338) and index
http://library.link/vocab/branchCode
  • net
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.
  • Back-propagation
  • 6.
  • Learning rate and momentum
  • 7.
  • Weight-initialization techniques
  • 8.
  • The error surface
  • 9.
  • Faster variations of back-propagation
  • 1.
  • 10.
  • Classical optimization techniques
  • 11.
  • Genetic algorithms and neural networks
  • 12.
  • Constructive methods
  • 13.
  • Pruning algorithms
  • 14.
  • Factors influencing generalization
  • Introduction
  • 15.
  • Generalization prediction and assessment
  • 16.
  • Heuristics for improving generalization
  • 17.
  • Effects of training with noisy inputs
  • 2.
  • Supervised learning
  • 3.
  • Single-layer networks
  • 4.
  • MLP representational capabilities
Control code
ocm42856076
Dimensions
unknown
Extent
1 online resource (viii, 346 pages)
Form of item
online
Isbn
9780262282215
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations
http://library.link/vocab/recordID
.b36626521
Specific material designation
remote
System control number
  • (OCoLC)42856076
  • ebscoaca0262282216

Library Locations

    • Deakin University Library - Geelong Waurn Ponds CampusBorrow it
      75 Pigdons Road, Waurn Ponds, Victoria, 3216, AU
      -38.195656 144.304955
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