| Paper Abstract and Keywords |
| Presentation |
2007-04-25 13:00
Estimation of neural network structures from multidimensional spike sequences Tohru Ashizawa, Daisuke Haraki, Tohru Ikeguchi (Saitama Univ.) NLP2007-2 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In neural systems, neurons interact each other.
Then, they often produce very complicated behavior.
To model or predict such complicated behavior,
it is important to understand a neural network structure.
In the present paper, we proposed new measures,
which are based on spike time metrics and a partialization analysis,
to estimate such a neural structure by using only observed multidimensional spike sequences. Here, the neural structure means topological connections between neurons.
To check the validity of our proposed measures,
we applied the proposed measures to multidimensional spike sequences
which were produced by a neural network model.
As a result, we found that the proposed measures exhibit high performance
for estimating the neural network structures. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
neural network / coupled oscillator / spike sequence / partial correlation / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 21, NLP2007-2, pp. 7-11, April 2007. |
| Paper # |
NLP2007-2 |
| Date of Issue |
2007-04-18 (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 |
NLP2007-2 |
| Conference Information |
| Committee |
NLP |
| Conference Date |
2007-04-25 - 2007-04-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2007-04-NLP |
| Language |
English (Japanese title is available) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Estimation of neural network structures from multidimensional spike sequences |
| Sub Title (in English) |
|
| Keyword(1) |
neural network |
| Keyword(2) |
coupled oscillator |
| Keyword(3) |
spike sequence |
| Keyword(4) |
partial correlation |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Tohru Ashizawa |
| 1st Author's Affiliation |
Saitama University (Saitama Univ.) |
| 2nd Author's Name |
Daisuke Haraki |
| 2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
| 3rd Author's Name |
Tohru Ikeguchi |
| 3rd Author's Affiliation |
Saitama University (Saitama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2007-04-25 13:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
NLP |
| Paper # |
NLP2007-2 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.21 |
| Page |
pp.7-11 |
| #Pages |
5 |
| Date of Issue |
2007-04-18 (NLP) |