Memorias de investigación
Artículos en revistas:
Particle swarm optimization models applied to neural networks using the R language
Año:2010

Áreas de investigación
  • Ciencias de la computación y tecnología informática

Datos
Descripción
There exists a clear difference between cooperative and competitive strategies. The former ones are based on the swarm colonies, in which all individuals share its knowledge about the goal in order to pass such information to other individuals to get optimum solution. The latter ones are based on genetic models, that is, individuals can die and new individuals are created combining information of alive one; or are based on molecular/celular behavior passing information from one structure to another. A Grammatical Swarm model is applied to obtain the Neural Network topology of a given problem, training the net with a Particle Swarm algorithm in R. This paper just shows some ideas in order to obtain an automatic way to define the most suitable neural network topology for a given patter set. High dimension problem is also mentioned when dealing with the particle swarm algorithm.
Internacional
Si
JCR del ISI
No
Título de la revista
WSEAS TRANSACTIONS on SYSTEMS
ISSN
1109-2777
Factor de impacto JCR
0
Información de impacto
Volumen
9
DOI
Número de revista
2
Desde la página
192
Hasta la página
202
Mes
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Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Grupo de Computación Natural
  • Grupo de Investigación: Grupo de Señal Fotónica