Flagged and Compact Fuzzy ART: Fuzzy ART in more efficient forms

Al Rawi, Kamal R. and Gonzalo Martín, Consuelo (2010). Flagged and Compact Fuzzy ART: Fuzzy ART in more efficient forms. "The International Journal of ACM Jordan", v. 1 (n. 3); pp. 98-117. ISSN 2078-7952.

Description

Title: Flagged and Compact Fuzzy ART: Fuzzy ART in more efficient forms
Author/s:
  • Al Rawi, Kamal R.
  • Gonzalo Martín, Consuelo
Item Type: Article
Título de Revista/Publicación: The International Journal of ACM Jordan
Date: January 2010
ISSN: 2078-7952
Volume: 1
Subjects:
Freetext Keywords: Compact fuzzy ART, Flagged fuzzy ART, ART ANN, Unsupervised ART, and Unsupervised learning
Faculty: Facultad de Informática (UPM)
Department: Arquitectura y Tecnología de Sistemas Informáticos
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

Two new simplified algorithms for Fuzzy ART have been developed. Onlycommitted category nodes C rather than the full capacity of the category nodes N (N mayor que C) are involved in the determination of the winning categoy node. In addition tothat, the initialization for weights and choice values has been eliminated. This reduces a lot the training time without altering the categorazation accuracy.Although, the new architectures are presented toward the fuzzy ART ANN in this work. However, they can be applied to all module of ART.

More information

Item ID: 7260
DC Identifier: http://oa.upm.es/7260/
OAI Identifier: oai:oa.upm.es:7260
Official URL: http://iswsa2010.acm.org/
Deposited by: Memoria Investigacion
Deposited on: 13 Jun 2011 09:26
Last Modified: 20 Apr 2016 16:26
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