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Innovations in ART neural networks

Author: L C Jain; Beatrice Lazzerini; Halici Ugur
Publisher: Heidelberg ; New York : Physica-Verlag, [2000] ©2000
Series: Studies in fuzziness and soft computing, volume 43.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
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  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Innovations in ART neural networks
(DLC) 00023039
(OCoLC)43481739
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: L C Jain; Beatrice Lazzerini; Halici Ugur
ISBN: 9783790818574 3790818577 9783790824698 3790824690
OCLC Number: 861705759
Description: 1 online resource (xii, 258 pages) : illustrations.
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.
Series Title: Studies in fuzziness and soft computing, volume 43.
Responsibility: Lakhmi C. Jain, Beatrice Lazzerini, Ugur Halici (eds.).
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Abstract:

The Adaptive Resonance Theory (ART) neural network remains plastic, or adaptive, in response to significant events while remaining stable in response to irrelevant events. This stability-plasticity  Read more...

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