Toward Optimal Synthesis of Discrete-Time Hopfield Neural Network

GR Murthy - IEEE Transactions on Neural Networks and …, 2022 - ieeexplore.ieee.org
In this research brief, the relationship between eigenvectors (with {+ 1,− 1} components) of a
synaptic weight matrix and the stable/anti-stable states of discrete-time Hopfield associative …

Information storage and retrieval analysis of hierarchically coupled associative memories

RM Gomes, AP Braga, HE Borges - Information Sciences, 2012 - Elsevier
This paper presents information storage and retrieval analysis as well as energy analysis of
a multi-level or hierarchically coupled associative memory based on coupled generalised …

Complex Valued, Multi-Layer Hopfield Neural Network

G Ramamurthy, TJ Swamy - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Based on a Complex Valued Neural Network (CVNNs) with the neurons placed in multiple
layers, several interesting associative memories are proposed and their dynamics is …

DISCRETE-TIME HOPFIELD NEURAL NETWORK: CONVERGENCE THEOREM: PERTURBATION ANALYSIS

RM Garimella - Authorea Preprints, 2023 - techrxiv.org
In this research paper, we show that the convergence theorem of Hopfield neural network
hods true without the condition that the diagonal elements must be non-negative (using …

[PDF][PDF] Evolutionary analysis of hierarchically coupled associative memories

RM Gomes, AP Braga, HE Borges - Brain Inspired Cognitive Systems …, 2008 - academia.edu
Inspired by the theory of neuronal group selection (TNGS), we have carried out an analysis
of the capacity of convergence of a multi-level associative memory based on coupled …

Evolutionary and Hebbian analysis of hierarchically coupled associative memories

RM Gomes, HE Borges - INFOCOMP Journal of Computer Science, 2012 - 177.105.60.18
Abstract Inspired by The Theory of Neuronal Group Selection (TNGS) we have conducted a
comparative storage and retrieval analysis of a multi-level or hierarchically coupled …

[PDF][PDF] IXEncontro de Modelagem Computacional

AG Reis, JL Acebal, RM Gomes, HE Borges - researchgate.net
Este artigo apresenta uma nova proposta de treinamento para memórias associativas
hierárquicas acopladas inspirado no método de autovalores que trabalha com a mudança …

Genetic Algorithm Applied to Hierarchically Coupled Associative Memories

RM Gomes, AP Braga, HE Borges - Brain Inspired Cognitive Systems …, 2010 - Springer
Inspired by the theory of neuronal group selection (TNGS), we have carried out an analysis
of the capacity of convergence of a multi-level associative memory based on coupled …