A Survey of Neural Network Models Based Upon Adaptive Resonance Theory

Joseph Downs, Robert F. Harrison · White Rose Research Online (University of Leeds, The University of Sheffield, University of York) · 1997

This report provides an introductory overview of Adaptive Resonance Theory (ART) including motivation behind the theory. It then describes various neural network models based upon ART. Such models are categorised as to whether they utilise unsupervised or supervised learning. Notable examples of the former that are described include ART 1, ART 2 and fuzzy ART. Examples of the latter include ARTMAP, fuzzy ARTMAP and fusion ARTMAP.

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