Improved SpikeProp for using particle swarm optimization

• Main Authors: Ahmed, Falah Y. H., Shamsuddin, Siti Mariyam, Mohd. Hashim, Siti Zaiton
• 格式: Article
• 語言: English
• 出版: Hindawi Publishing Corporation 2013
• 主題: QA75 Electronic computers. Computer science
• 在線閱讀: 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
• 機構: Universiti Teknologi Malaysia

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...