Cover Image

Spiking neural network with lateral inhibition for reward-based associative learning

In this paper we propose a lateral inhibitory spiking neural network for reward-based associative learning with correlation in spike patterns for conflicting responses. The network has random and sparse connectivity, and we introduce a lateral inhibition via an anatomical constraint and synapse rein...

Full description

Saved in:
Bibliographic Details
Main Authors: Yusoff, Nooraini, Ahmad, Farzana Kabir
Other Authors: Chu, Kiong Loo
Format: Book Section
Published: Springer International Publishing 2014
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://repo.uum.edu.my/18762/
http://doi.org/10.1007/978-3-319-12637-1_41
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.uum.repo.18762
record_format eprints
spelling my.uum.repo.187622016-10-04T08:08:53Z http://repo.uum.edu.my/18762/ Spiking neural network with lateral inhibition for reward-based associative learning Yusoff, Nooraini Ahmad, Farzana Kabir QA75 Electronic computers. Computer science In this paper we propose a lateral inhibitory spiking neural network for reward-based associative learning with correlation in spike patterns for conflicting responses. The network has random and sparse connectivity, and we introduce a lateral inhibition via an anatomical constraint and synapse reinforcement. The spiking dynamic follows the properties of Izhikevich spiking model. The learning involves association of a delayed stimulus pair to a response using reward modulated spike-time dependent plasticity (STDP). The proposed learning scheme has improved our initial work by allowing learning in a more dynamic and competitive environment. Springer International Publishing Chu, Kiong Loo Keem, Siah Yap Kok, Wai Wong Andrew, Teoh Kaizhu, Huang 2014 Book Section PeerReviewed Yusoff, Nooraini and Ahmad, Farzana Kabir (2014) Spiking neural network with lateral inhibition for reward-based associative learning. In: Neural Information Processing. Lecture Notes in Computer Science, 8834 . Springer International Publishing, Switzerland, pp. 327-334. ISBN 978-3-319-12636-4 http://doi.org/10.1007/978-3-319-12637-1_41 doi:10.1007/978-3-319-12637-1_41
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Yusoff, Nooraini
Ahmad, Farzana Kabir
Spiking neural network with lateral inhibition for reward-based associative learning
description In this paper we propose a lateral inhibitory spiking neural network for reward-based associative learning with correlation in spike patterns for conflicting responses. The network has random and sparse connectivity, and we introduce a lateral inhibition via an anatomical constraint and synapse reinforcement. The spiking dynamic follows the properties of Izhikevich spiking model. The learning involves association of a delayed stimulus pair to a response using reward modulated spike-time dependent plasticity (STDP). The proposed learning scheme has improved our initial work by allowing learning in a more dynamic and competitive environment.
author2 Chu, Kiong Loo
author_facet Chu, Kiong Loo
Yusoff, Nooraini
Ahmad, Farzana Kabir
format Book Section
author Yusoff, Nooraini
Ahmad, Farzana Kabir
author_sort Yusoff, Nooraini
title Spiking neural network with lateral inhibition for reward-based associative learning
title_short Spiking neural network with lateral inhibition for reward-based associative learning
title_full Spiking neural network with lateral inhibition for reward-based associative learning
title_fullStr Spiking neural network with lateral inhibition for reward-based associative learning
title_full_unstemmed Spiking neural network with lateral inhibition for reward-based associative learning
title_sort spiking neural network with lateral inhibition for reward-based associative learning
publisher Springer International Publishing
publishDate 2014
url http://repo.uum.edu.my/18762/
http://doi.org/10.1007/978-3-319-12637-1_41
_version_ 1644282527439912960
score 13.160551

Similar Items