Improved SpikeProp for using particle swarm optimization

A spiking neurons network encodes information in the timing of individual spike times. A novel supervised learning rule for SpikeProp is derived to overcome the discontinuities introduced by the spiking thresholding. This algorithm is based on an error-backpropagation learning rule suited for superv...

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Bibliographic Details
Main Authors: Ahmed, Falah Y. H., Shamsuddin, Siti Mariyam, Mohd. Hashim, Siti Zaiton
Format: Article
Language:English
Published: Hindawi Publishing Corporation 2013
Subjects:
Online Access:http://eprints.utm.my/id/eprint/48995/1/SitiMariyamShamsuddin2013_ImprovedSpikePropforusingparticle.pdf
http://eprints.utm.my/id/eprint/48995/
http://dx.doi.org/10.1155/2013/257085
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Institution: Universiti Teknologi Malaysia
Language: English