Error-backpropagation in temporally encoded network of spiking neurons

47 p.

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Bibliographic Details
Main Author:	Vivek Shankar Gunasekaran
Other Authors:	Song Qing
Format:	Theses and Dissertations
Published:	2011
Subjects:	DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
Online Access:	http://hdl.handle.net/10356/46821
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Institution:	Nanyang Technological University

id	sg-ntu-dr.10356-46821
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spelling	sg-ntu-dr.10356-468212023-07-04T15:31:15Z Error-backpropagation in temporally encoded network of spiking neurons Vivek Shankar Gunasekaran Song Qing School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems 47 p. This dissertation attempts to analyze the obstacle in training the spike propagation networks. The obstacle is nothing but surge, which is caused by nature of spike propagation network. The surges are steep rises of error. Networks of spiking neurons, with action potentials, can perform non linear classification with temporal coding. This is a kind of supervised learning algorithm which trains the network of spiking neurons. The neurons in this algorithm generate action potentials or spikes, when the state variable of neuron crosses the threshold value. Master of Science (Computer Control and Automation) 2011-12-23T09:58:24Z 2011-12-23T09:58:24Z 2010 2010 Thesis http://hdl.handle.net/10356/46821 Nanyang Technological University application/pdf
institution	Nanyang Technological University
building	NTU Library
continent	Asia
country	Singapore Singapore
content_provider	NTU Library
collection	DR-NTU
topic	DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
spellingShingle	DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems Vivek Shankar Gunasekaran Error-backpropagation in temporally encoded network of spiking neurons
description	47 p.
author2	Song Qing
author_facet	Song Qing Vivek Shankar Gunasekaran
format	Theses and Dissertations
author	Vivek Shankar Gunasekaran
author_sort	Vivek Shankar Gunasekaran
title	Error-backpropagation in temporally encoded network of spiking neurons
title_short	Error-backpropagation in temporally encoded network of spiking neurons
title_full	Error-backpropagation in temporally encoded network of spiking neurons
title_fullStr	Error-backpropagation in temporally encoded network of spiking neurons
title_full_unstemmed	Error-backpropagation in temporally encoded network of spiking neurons
title_sort	error-backpropagation in temporally encoded network of spiking neurons
publishDate	2011
url	http://hdl.handle.net/10356/46821
_version_	1772825153578729472

Error-backpropagation in temporally encoded network of spiking neurons

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