The Resource Optimization techniques, edited by Cornelius T. Leondes

Optimization techniques, edited by Cornelius T. Leondes

Label
Optimization techniques
Title
Optimization techniques
Statement of responsibility
edited by Cornelius T. Leondes
Creator
Subject
Language
eng
Summary
"Optimization Techniques" is a unique reference source to a diverse array of methods for achieving optimization, and includes both systems structures and computational methods. The text devotes broad coverage to a unified view of optimal learning, orthogonal transformation techniques, sequential constructive techniques, fast back propagation algorithms, techniques for neural networks with nonstationary or dynamic outputs, applications to constraint satisfaction, optimization issues and techniques for unsupervised learning neural networks, optimum Cerebellar Model of Articulation Controller systems, a new statistical theory of optimum neural learning, and the role of the Radial Basis Function in nonlinear dynamical systems. This volume is useful for practitioners, researchers, and students in industrial, manufacturing, mechanical, electrical, and computer engineering. It provides in-depth treatment of theoretical contributions to optimal learning for neural network systems and offers a comprehensive treatment of orthogonal transformation techniques for the optimization of neural network systems.; It includes illustrative examples and comprehensive treatment of sequential constructive techniques for optimization of neural network systems and presents a uniquely comprehensive treatment of the highly effective fast back propagation algorithms for the optimization of neural network systems. It treats, in detail, optimization techniques for neural network systems with nonstationary or dynamic inputs. It covers optimization techniques and applications of neural network systems in constraint satisfaction
Member of
Cataloging source
N$T
Dewey number
006.3
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.L465 1998eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Neural network systems, techniques, and applications
Series volume
v. 2
Label
Optimization techniques, edited by Cornelius T. Leondes
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and indexes
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
Optimal learning in artificial neural networks : a theoretical view / Monica Bianchini [and others] -- Orthogonal transformation techniques in the optimization of feedforward neural network systems / Partha Pratim Kanjilal -- Sequential constructive techniques / Marco Muselli -- Fast backpropagation training using optimal learning rate and momentum / Xiao-Hu Yu, Li-Qun Xu, and Yong Wang -- Learning of nonstationary processes / V. Ruiz de Angulo and Carme Torras -- Constraint satisfaction problems / Hans Nikolaus Schaller -- Dominant neuron techniques / Jar-Ferr Yang and Chi-Ming Chen --CMAC-based techniques for adaptive learning control / Chun-Shin Lin, Ching-Tsan Chiang, and Hyongsuk Kim -- Information dynamics and neural techniques for data analysis / Gustavo Deco -- Radial basis function network approximation and learning in task-dependent feedforward control of nonlinear dynamical systems / Dimitry Gorinevsky
Control code
ocn174141321
Dimensions
unknown
Extent
1 online resource (xxii, 398 pages)
File format
unknown
Form of item
online
Isbn
9780080551357
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations
Quality assurance targets
not applicable
http://library.link/vocab/recordID
.b36643907
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)174141321
  • ebscoaca0080551351

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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