A comparison between habituation and conscience mechanism in self-organizing maps (Articolo in rivista)

Type
Label
  • A comparison between habituation and conscience mechanism in self-organizing maps (Articolo in rivista) (literal)
Anno
  • 2006-01-01T00:00:00+01:00 (literal)
Alternative label
  • Rizzo Riccardo, Chella Antonio (2006)
    A comparison between habituation and conscience mechanism in self-organizing maps
    in IEEE transactions on neural networks
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • Rizzo Riccardo, Chella Antonio (literal)
Pagina inizio
  • 807 (literal)
Pagina fine
  • 810 (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume
  • 17-3 (literal)
Rivista
Note
  • ISI Web of Science (WOS) (literal)
Titolo
  • A comparison between habituation and conscience mechanism in self-organizing maps (literal)
Abstract
  • In this work a preliminary study of habituation in self--organizing networks is reported. The habituation model implemented allows us to obtain a faster learning process and better clustering performances. The habituable neuron is a generalization of the typical neuron and can be used in many self--organizing network models. The habituation mechanism is implemented in a SOM and the clustering performances of the network are compared to the conscience learning mechanism that follows roughly the same principle but is less sophisticated. (literal)
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