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Parametric learning of associative functional networks through a modified memetic self-adaptive firefly algorithm

  • Toho University
  • Universidad de Cantabria

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

Resumen

Functional networks are a powerful extension of neural networks where the scalar weights are replaced by neural functions. This paper concerns the problem of parametric learning of the associative model, a functional network that represents the associativity operator. This problem can be formulated as a nonlinear continuous least-squares minimization problem, solved by applying a swarm intelligence approach based on a modified memetic self-adaptive version of the firefly algorithm. The performance of our approach is discussed through an illustrative example. It shows that our method can be successfully applied to solve the parametric learning of functional networks with unknown functions.

Idioma originalInglés
Título de la publicación alojadaComputational Science – ICCS 2020 - 20th International Conference, Proceedings
EditoresValeria V. Krzhizhanovskaya, Gábor Závodszky, Michael H. Lees, Peter M.A. Sloot, Peter M.A. Sloot, Peter M.A. Sloot, Jack J. Dongarra, Sérgio Brissos, João Teixeira
EditorialSpringer Science and Business Media Deutschland GmbH
Páginas566-579
Número de páginas14
ISBN (versión impresa)9783030504250
DOI
EstadoPublicada - 2020
Evento20th International Conference on Computational Science, ICCS 2020 - Amsterdam, Países Bajos
Duración: 3 jun 20205 jun 2020

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen12141 LNCS
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia20th International Conference on Computational Science, ICCS 2020
País/TerritorioPaíses Bajos
CiudadAmsterdam
Período3/06/205/06/20

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