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Moment neuronal networks : stochastic computation in neuronal systems
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Feng, Jianfeng, Deng, Yingchun and Rossoni, Enrico (2007) Moment neuronal networks : stochastic computation in neuronal systems. In: Conference on Noise and Fluctuations in Biological, Biophysical, and Biomedical Systems, Florence, Italy, 21-23 May 2007. Published in: Noise and Fluctuations in Biological, Biophysical, and Biomedical Systems, Volume 6602 (Article number 66021E). E6021-E6021. ISBN 9780819467393. doi:10.1117/12.725533 ISSN 0277-786X.
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Official URL: http://dx.doi.org/10.1117/12.725533
Abstract
Spike trains recorded in cortical neurons in vivo can be approximated by renewal processes, but are generally not Poisson. Besides, the spiking activity of neighboring neurons display small yet not negligible correlations. The Artificial Neuronal Network theory has traditionally neglected such observations, assuming that neurons could simply be described by their mean firing rate. Here we present a theoretical framework in which the dynamics of a system of neurons is specified in terms of higher-order moments of their spiking activity beyond the mean firing rate.
Item Type: | Conference Item (Poster) | ||||
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Subjects: | Q Science > QC Physics | ||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Centre for Scientific Computing Faculty of Science, Engineering and Medicine > Science > Computer Science |
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Journal or Publication Title: | Noise and Fluctuations in Biological, Biophysical, and Biomedical Systems | ||||
Publisher: | SPIE - The International Society for Optical Engineering | ||||
ISBN: | 9780819467393 | ||||
ISSN: | 0277-786X | ||||
Editor: | Bezrukov, S. M. | ||||
Official Date: | June 2007 | ||||
Dates: |
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Volume: | Volume 6602 | ||||
Number: | Article number 66021E | ||||
Number of Pages: | 12 | ||||
Page Range: | E6021-E6021 | ||||
DOI: | 10.1117/12.725533 | ||||
Status: | Not Peer Reviewed | ||||
Publication Status: | Published | ||||
Conference Paper Type: | Poster | ||||
Title of Event: | Conference on Noise and Fluctuations in Biological, Biophysical, and Biomedical Systems | ||||
Type of Event: | Conference | ||||
Location of Event: | Florence, Italy | ||||
Date(s) of Event: | 21-23 May 2007 |
Data sourced from Thomson Reuters' Web of Knowledge
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