Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1
The artificial neural networks are inspired by biological properties of human and animal brains. One of the neural networks type is called ART [4]. The abbreviation of ART stands for Adaptive Resonance Theory that has been invented by Stephen Grossberg in 1976 [5]. ART represents a family of Neural...
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Bulgarian Academy of Sciences
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Online Access: | http://www.biomed.bas.bg/bioautomation/2013/vol_17.4/files/17.4_01.pdf |
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doaj-a8ca5a32e68943e8a758393fe6d6279b2020-11-25T03:26:35ZengBulgarian Academy of SciencesInternational Journal Bioautomation1314-19021314-23212013-12-01174207216Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1Todor Petkov0Sotir SotirovProf. Dr. Assen Zlatarov University, Burgas, BulgariaThe artificial neural networks are inspired by biological properties of human and animal brains. One of the neural networks type is called ART [4]. The abbreviation of ART stands for Adaptive Resonance Theory that has been invented by Stephen Grossberg in 1976 [5]. ART represents a family of Neural Networks. It is a cognitive and neural theory that describes how the brain autonomously learns to categorize, recognize and predict objects and events in the changing world. In this paper we introduce a GN model that represent ART1 Neural Network learning algorithm [1]. The purpose of this model is to explain when the input vector will be clustered or rejected among all nodes by the network. It can also be used for explanation and optimization of ART1 learning algorithm.http://www.biomed.bas.bg/bioautomation/2013/vol_17.4/files/17.4_01.pdfNeural NetworksGeneralized NetsART1 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Todor Petkov Sotir Sotirov |
spellingShingle |
Todor Petkov Sotir Sotirov Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1 International Journal Bioautomation Neural Networks Generalized Nets ART1 |
author_facet |
Todor Petkov Sotir Sotirov |
author_sort |
Todor Petkov |
title |
Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1 |
title_short |
Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1 |
title_full |
Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1 |
title_fullStr |
Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1 |
title_full_unstemmed |
Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1 |
title_sort |
generalized net model of the cognitive and neural algorithm for adaptive resonance theory 1 |
publisher |
Bulgarian Academy of Sciences |
series |
International Journal Bioautomation |
issn |
1314-1902 1314-2321 |
publishDate |
2013-12-01 |
description |
The artificial neural networks are inspired by biological properties of human and animal brains. One of the neural networks type is called ART [4]. The abbreviation of ART stands for Adaptive Resonance Theory that has been invented by Stephen Grossberg in 1976 [5]. ART represents a family of Neural Networks. It is a cognitive and neural theory that describes how the brain autonomously learns to categorize, recognize and predict objects and events in the changing world. In this paper we introduce a GN model that represent ART1 Neural Network learning algorithm [1]. The purpose of this model is to explain when the input vector will be clustered or rejected among all nodes by the network. It can also be used for explanation and optimization of ART1 learning algorithm. |
topic |
Neural Networks Generalized Nets ART1 |
url |
http://www.biomed.bas.bg/bioautomation/2013/vol_17.4/files/17.4_01.pdf |
work_keys_str_mv |
AT todorpetkov generalizednetmodelofthecognitiveandneuralalgorithmforadaptiveresonancetheory1 AT sotirsotirov generalizednetmodelofthecognitiveandneuralalgorithmforadaptiveresonancetheory1 |
_version_ |
1724591903332106240 |