Improved SpikeProp for Using Particle Swarm Optimization
Joint Authors
Shamsuddin, Siti Mariyam
Ahmed, Falah Y. H.
Hashim, Siti Zaiton Mohd
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-09-15
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
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 supervised learning of spiking neurons that use exact spike time coding.
The SpikeProp is able to demonstrate the spiking neurons that can perform complex nonlinear classification in fast temporal coding.
This study proposes enhancements of SpikeProp learning algorithm for supervised training of spiking networks which can deal with complex patterns.
The proposed methods include the SpikeProp particle swarm optimization (PSO) and angle driven dependency learning rate.
These methods are presented to SpikeProp network for multilayer learning enhancement and weights optimization.
Input and output patterns are encoded as spike trains of precisely timed spikes, and the network learns to transform the input trains into target output trains.
With these enhancements, our proposed methods outperformed other conventional neural network architectures.
American Psychological Association (APA)
Ahmed, Falah Y. H.& Shamsuddin, Siti Mariyam& Hashim, Siti Zaiton Mohd. 2013. Improved SpikeProp for Using Particle Swarm Optimization. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-1031765
Modern Language Association (MLA)
Ahmed, Falah Y. H.…[et al.]. Improved SpikeProp for Using Particle Swarm Optimization. Mathematical Problems in Engineering No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-1031765
American Medical Association (AMA)
Ahmed, Falah Y. H.& Shamsuddin, Siti Mariyam& Hashim, Siti Zaiton Mohd. Improved SpikeProp for Using Particle Swarm Optimization. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-1031765
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1031765