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Neuronal synfire chain via moment neuronal network approach
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He, Xiangnan, Lu, Wenlian and Feng, Jianfeng (2013) Neuronal synfire chain via moment neuronal network approach. In: Hirose , Akira and Hou , Zeng-Guang and Kil , Rhee Man , (eds.) Neural Information Processing. Lecture Notes in Computer Science, Volume 8226 . Berlin Heidelberg: Springer, pp. 191-198. ISBN 9783642420535
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Official URL: http://dx.doi.org/10.1007/978-3-642-42054-2_25
Abstract
In this letter, we use a novel method to analyse the stability synchronisation propagation in neuronal networks via the moment neuronal network approach developed recently. Here, the stability of synfire chain is twofold, including the stability of both the synchronisation in the cluster and the asynchronisation out of the cluster. Under the framework of the moment neuronal network, we model the dynamics of the Pearson correlation coefficients via evolution field equations. Thus, we study the stability of synfire chain via looking into the attractors of the model. Based on analytic and numerical approaches, In particular, we point out that the variance of the neuronal spike rate should be updated with the synfire propagation. Also, we find out that the balance between the excitation and inhibition PSPs and a suitable size of the cluster can enhance the stability of synfire chain.
Item Type: | Book Item | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Series Name: | Lecture Notes in Computer Science | ||||
Publisher: | Springer | ||||
Place of Publication: | Berlin Heidelberg | ||||
ISBN: | 9783642420535 | ||||
ISSN: | 0302-9743 | ||||
Book Title: | Neural Information Processing | ||||
Editor: | Hirose , Akira and Hou , Zeng-Guang and Kil , Rhee Man | ||||
Official Date: | 2013 | ||||
Dates: |
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Volume: | Volume 8226 | ||||
Page Range: | pp. 191-198 | ||||
DOI: | 10.1007/978-3-642-42054-2_25 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Description: | |||||
Title of Event: | 20th International Conference, ICONIP 2013 | ||||
Type of Event: | Conference | ||||
Location of Event: | Daegu, Korea | ||||
Date(s) of Event: | 3-7 Nov 2013 |
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