MATLAB model for spiking neural networks

Authors:
Ivan Bogdanov;Radu Mirsu;Virgil Tiponut
Affiliations:
Applied Electronics, "POLITEHNICA" University of Timisoara, Timisoara, Romania;Applied Electronics, "POLITEHNICA" University of Timisoara, Timisoara, Romania;Applied Electronics, "POLITEHNICA" University of Timisoara, Timisoara, Romania
Venue:
ICS'09 Proceedings of the 13th WSEAS international conference on Systems
Year:
2009

Citing 2
Cited 2

Spiking Neuron Models: An Introduction

Spiking Neuron Models: An Introduction
Simple model of spiking neurons

IEEE Transactions on Neural Networks

Model of parts of active network element

ECS'10/ECCTD'10/ECCOM'10/ECCS'10 Proceedings of the European conference of systems, and European conference of circuits technology and devices, and European conference of communications, and European conference on Computer science
Services for advanced communication networks

WSEAS TRANSACTIONS on COMMUNICATIONS

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Abstract

Spiking Neural Networks are the most realistic model compared to its biological counterpart. This paper introduces a MATLAB toolbox that is specifically designed for simulating spiking neural networks. The toolbox includes a set of functions that are useful for: creating and organizing the desired architecture; updating stimuli signals, adapting synapses and simulating the network; extracting and visualizing the simulation results.