Ebook: Innovations in ART Neural Networks

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.

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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.

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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.
Content:
Front Matter....Pages i-xii
Novel Extension of ART2 in Surface Landmine Detection....Pages 1-16
An Efficient Mapping of Fuzzy Art Onto a Neural Architecture....Pages 17-25
Fuzzy Artmap Modifications for Intersecting Class Distributions....Pages 27-54
Supervised Adaptive Resonance Theory and Rules....Pages 55-86
Incremental Learning and Optimization of Hierarchical Clusterings with Art-Based Modular Networks....Pages 87-131
Art-Based Autonomous Learning Systems: Part I — Architectures and Algorithms....Pages 133-166
Art-Based Autonomous Learning Systems: Part II — Applications....Pages 167-188
Adaptive Resonance Theory Microchips....Pages 189-253
Back Matter....Pages 255-259

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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.
Content:
Front Matter....Pages i-xii
Novel Extension of ART2 in Surface Landmine Detection....Pages 1-16
An Efficient Mapping of Fuzzy Art Onto a Neural Architecture....Pages 17-25
Fuzzy Artmap Modifications for Intersecting Class Distributions....Pages 27-54
Supervised Adaptive Resonance Theory and Rules....Pages 55-86
Incremental Learning and Optimization of Hierarchical Clusterings with Art-Based Modular Networks....Pages 87-131
Art-Based Autonomous Learning Systems: Part I — Architectures and Algorithms....Pages 133-166
Art-Based Autonomous Learning Systems: Part II — Applications....Pages 167-188
Adaptive Resonance Theory Microchips....Pages 189-253
Back Matter....Pages 255-259
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