| Paper Abstract and Keywords |
| Presentation |
2017-11-09 14:30
Cooperation between noise and neural activity in the cortical network model Hisashi Kada (Ritsumeikan Univ.), Jun-nosuke Teramae (Osaka University), Isao T. Tokuda (Ritsumeikan Univ.) CCS2017-23 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In cortical networks, spontaneous firing activities characterized by irregulars and asynchronous neuronal firings have been widely observed. Despite numerous theoretical attempts, the mechanism underling the spontaneous firing activity remained unclear. Teramae et al., (2012), has recently proposed a neural network model with lognormally distributed EPSPs (Excitatory Postsynaptic Potentials). It has clarified that coexistence of many weak and few extremely strong EPSPs play an importance role for sustaining the low firing neural activities. Although the model is based on a deterministic nonlinear system, neuronal activities in the cortex are known to be inherently noisy including various stochastic factors. To examine the cooperatively between the lognormal network and stochastic dynamics, this paper introduces Poisson noise as an external input source to the lognormal cortical network. First, we show that a network of lognormally distributed EPSPs requires much lower frequency of noise than that of normally distributed EPSPs to sustain spontaneous firings. Then, simulations with binomial distribution suggest that coexistence of many weak and few extremely strong EPSPs are the keys to realize spontaneous firing activities with low-frequency noise |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Cortical networks / Excitatory postsynaptic potentials / Inhibitory postsynaptic potentials / lognormal distribution / Poisson noise / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 288, CCS2017-23, pp. 15-19, Nov. 2017. |
| Paper # |
CCS2017-23 |
| Date of Issue |
2017-11-02 (CCS) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
CCS2017-23 |
| Conference Information |
| Committee |
CCS |
| Conference Date |
2017-11-09 - 2017-11-10 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Osaka Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
CCS |
| Conference Code |
2017-11-CCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Cooperation between noise and neural activity in the cortical network model |
| Sub Title (in English) |
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| Keyword(1) |
Cortical networks |
| Keyword(2) |
Excitatory postsynaptic potentials |
| Keyword(3) |
Inhibitory postsynaptic potentials |
| Keyword(4) |
lognormal distribution |
| Keyword(5) |
Poisson noise |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hisashi Kada |
| 1st Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
| 2nd Author's Name |
Jun-nosuke Teramae |
| 2nd Author's Affiliation |
Osaka University (Osaka University) |
| 3rd Author's Name |
Isao T. Tokuda |
| 3rd Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-11-09 14:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
CCS |
| Paper # |
CCS2017-23 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.288 |
| Page |
pp.15-19 |
| #Pages |
5 |
| Date of Issue |
2017-11-02 (CCS) |