Title :
Space-vector structure based synthesis for hierarchically coupled associative memories
Author :
Reis, Alcir G. ; Acebal, J.L. ; Gomes, Rogério M. ; Borges, Henrique E.
Author_Institution :
Centro Federal de Educacao Tecnologica de Minas Gerais, Brazil
Abstract :
The present work introduces a proposal for the training of hierarchically coupled associative memories. The method is based on the eigenvalue and eigenvector structure of the space-vector and on suitable changes the space basis. The approach shows to be useful to the class of models hierarchically coupled associative memories, which has the memorization process organized in many levels of degreesof- freedom and for which the training behaves as a synthesis of previously desired states.
Keywords :
Artificial neural networks; Associative memory; Biological neural networks; Brain modeling; Eigenvalues and eigenfunctions; Large scale integration; Network synthesis; Neurons; Proposals; Symmetric matrices;
Conference_Titel :
Neural Networks, 2006. SBRN '06. Ninth Brazilian Symposium on
Conference_Location :
Ribeirao Preto, Brazil
Print_ISBN :
0-7695-2680-2
DOI :
10.1109/SBRN.2006.39