Order of Search in Fuzzy ART and Fuzzy ARTMAP: Effect of the Choice Parameter.
Neural Netw
; 9(9): 1541-1559, 1996 Dec.
Article
em En
| MEDLINE
| ID: mdl-12662552
ABSTRACT
This paper focuses on two ART architectures, the Fuzzy ART and the Fuzzy ARTMAP. Fuzzy ART is a pattern clustering machine, while Fuzzy ARTMAP is a pattern classification machine. Our study concentrates on the order according to which categories in Fuzzy ART, or the ART(a) model of Fuzzy ARTMAP are chosen. Our work provides a geometrical, and clearer understanding of why, and in what order, these categories are chosen for various ranges of the choice parameter of the Fuzzy ART module. This understanding serves as a powerful tool in developing properties of learning pertaining to these neural network architectures; to strengthen this argument, it is worth mentioning that the order according to which categories are chosen in ART 1 and ARTMAP provided a valuable tool in proving important properties about these architectures. Copyright 1996 Elsevier Science Ltd.
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MEDLINE
Idioma:
En
Ano de publicação:
1996
Tipo de documento:
Article