A new bi-directional associative memory

Roberto A. Vázquez, Humberto Sossa, Beatriz A. Garro

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

6 Citas (Scopus)

Resumen

Hebbian hetero-associative learning is inherently asymmetric. Storing a forward association from pattern A to pattern B enables the recalling of pattern B given pattern A. This, in general, does not allow the recalling of pattern A given pattern B. The forward association between A and B will tend to be stronger than the backward association between B and A. In this paper it is described how the dynamical associative model proposed in [10] can be extended to create a bi-directional associative memory where forward association between A and B is equal to backward association between B and A. This implies that storing a forward association, from pattern A to pattern B, would enable the recalling of pattern B given pattern A and the recalling of pattern A given pattern B. We give some formal results that support the functioning of the proposal, and provide some examples were the proposal finds application.

Idioma originalInglés
Título de la publicación alojadaMICAI 2006
Subtítulo de la publicación alojadaAdvances in Artificial Intelligence - 5th Mexican International Conference on Artificial Intelligence, Proceedings
EditorialSpringer Verlag
Páginas367-380
Número de páginas14
ISBN (versión impresa)3540490264, 9783540490265
DOI
EstadoPublicada - 2006
Evento5th Mexican International Conference on Artificial Intelligence, MICAI 2006: Advances in Artificial Intelligence - Apizaco, México
Duración: 13 nov. 200617 nov. 2006

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen4293 LNAI
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia5th Mexican International Conference on Artificial Intelligence, MICAI 2006: Advances in Artificial Intelligence
País/TerritorioMéxico
CiudadApizaco
Período13/11/0617/11/06

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