| Paper Abstract and Keywords |
| Presentation |
2010-08-02 14:10
Functional Connectivity Patterns Organized through STDP in Recurrent Networks Hideyuki Kato, Tohru Ikeguchi (Saitama Univ.) CAS2010-41 NLP2010-57 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this report, we investigated the functional connectivity in recurrent networks organized through spike-timing-dependent plasticity (STDP) with an asymmetric window function using two- and three-neuron connectivity patterns. As a result, the statistics of the organized networks show that their topology is highly nonrandom. The connectivity patterns composed
of only excitatory neurons tend to overrepresented in the case of weak inhibitory synaptic strength. On the other hand, overrepresented connectivity patterns including inhibitory neurons are frequently observed in strong inhibitory synaptic strength region. Almost all the overrepresented three-neuron connectivity patterns can be simply explained by connectivity pattern transitions, whereas a part of them cannot. We found that the overrepresentation of these three-neuron connectivity patterns can be explained by introducing the combination degree of the three-neuron connectivity pattern transitions for the two-neuron ones. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
spike-timing-dependent plasticity / recurrent network / local connectivity patterns / network topology / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 166, NLP2010-57, pp. 43-48, Aug. 2010. |
| Paper # |
NLP2010-57 |
| Date of Issue |
2010-07-26 (CAS, NLP) |
| 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 |
CAS2010-41 NLP2010-57 |
| Conference Information |
| Committee |
NLP CAS |
| Conference Date |
2010-08-02 - 2010-08-03 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Naruto University of Education |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2010-08-NLP-CAS |
| Language |
English (Japanese title is available) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Functional Connectivity Patterns Organized through STDP in Recurrent Networks |
| Sub Title (in English) |
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| Keyword(1) |
spike-timing-dependent plasticity |
| Keyword(2) |
recurrent network |
| Keyword(3) |
local connectivity patterns |
| Keyword(4) |
network topology |
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| 1st Author's Name |
Hideyuki Kato |
| 1st Author's Affiliation |
Saitama University (Saitama Univ.) |
| 2nd Author's Name |
Tohru Ikeguchi |
| 2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2010-08-02 14:10:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
CAS2010-41, NLP2010-57 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.165(CAS), no.166(NLP) |
| Page |
pp.43-48 |
| #Pages |
6 |
| Date of Issue |
2010-07-26 (CAS, NLP) |