The Resource Innovations in ART neural networks, Lakhmi C. Jain, Beatrice Lazzerini, Ugur Halici (eds.)

Innovations in ART neural networks, Lakhmi C. Jain, Beatrice Lazzerini, Ugur Halici (eds.)

Label
Innovations in ART neural networks
Title
Innovations in ART neural networks
Statement of responsibility
Lakhmi C. Jain, Beatrice Lazzerini, Ugur Halici (eds.)
Contributor
Subject
Genre
Language
eng
Summary
In the last two decades the artificial neural networks have been refined and widely used by the researchers and application engineers. We have not witnessed such a large degree of evolution in any other artificial neural network as in the Adaptive Resonance Theory (ART) neural network. The ART network remains plastic, or adaptive, in response to significant events and yet remains stable in response to irrelevant events. This stability-plasticity property is a great step towards realizing intelligent machines capable of autonomous learning in real time environment. The main aim of this book is to report a very small sample of the research on the evolution of ART neural network and its applications. Interested readers may refer literature for many more innovations in ART such as Fuzzy ART, ART2, ART2-a, ARTMAP, ARTMAP-PI, ARTMAP-DS, Gaussian ARTMAP, EXACT ART, and ART-EMAP
Member of
Cataloging source
GW5XE
Dewey number
006.3/2
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.I58918 2000eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
  • 1953-
  • 1958-
http://library.link/vocab/relatedWorkOrContributorName
  • Jain, L. C
  • Lazzerini, Beatrice
  • Ugur, Halici
Series statement
Studies in fuzziness and soft computing
Series volume
43
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Réseaux neuronaux (Informatique)
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Complexity
  • Business Information Systems
  • Neural networks (Computer science)
Label
Innovations in ART neural networks, Lakhmi C. Jain, Beatrice Lazzerini, Ugur Halici (eds.)
Link
http://dx.doi.org/10.1007/978-3-7908-1857-4
Instantiates
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references 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
Novel extension of ART2 in surface landmine detection / A. Filippidis, M. Russo, and L.C. Jain -- An efficient mapping of fuzzy ART onto a neural architecture / M. Blume -- Fuzzy ARTMAP modifications for intersecting class distributions / M. Blume and D.A. Van Blerkom -- Supervised adaptive resonance theory and rules / A.-H. Tan -- Incremental learning and optimization of hierarchical clusterings with ART-based modular networks / G. Bartfai and R. White -- ART-based autonomous learning systems : part I - architectures and algorithms / C.P. Lim and R.F. Harrison -- ART-based autonomous learning systems : part II - applications / C.P. Lim and R.F. Harrison -- Adaptive resonance theory microchips / T. Serrano-Gotarredona and B. Linares-Barranco
Dimensions
unknown
Extent
1 online resource (xii, 258 pages)
File format
unknown
Form of item
online
Isbn
9783790818574
Isbn Type
(electronic bk.)
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-7908-1857-4
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)861705759
  • (OCoLC)ocn861705759
Label
Innovations in ART neural networks, Lakhmi C. Jain, Beatrice Lazzerini, Ugur Halici (eds.)
Link
http://dx.doi.org/10.1007/978-3-7908-1857-4
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references 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
Novel extension of ART2 in surface landmine detection / A. Filippidis, M. Russo, and L.C. Jain -- An efficient mapping of fuzzy ART onto a neural architecture / M. Blume -- Fuzzy ARTMAP modifications for intersecting class distributions / M. Blume and D.A. Van Blerkom -- Supervised adaptive resonance theory and rules / A.-H. Tan -- Incremental learning and optimization of hierarchical clusterings with ART-based modular networks / G. Bartfai and R. White -- ART-based autonomous learning systems : part I - architectures and algorithms / C.P. Lim and R.F. Harrison -- ART-based autonomous learning systems : part II - applications / C.P. Lim and R.F. Harrison -- Adaptive resonance theory microchips / T. Serrano-Gotarredona and B. Linares-Barranco
Dimensions
unknown
Extent
1 online resource (xii, 258 pages)
File format
unknown
Form of item
online
Isbn
9783790818574
Isbn Type
(electronic bk.)
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-7908-1857-4
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)861705759
  • (OCoLC)ocn861705759

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