Paper Abstract and Keywords |
Presentation |
2019-05-10 13:50
Structure estimation of a neural network using Inter-spike-interval Kazuya Sawada (TUS), Yutaka Shimada (Saitama Univ.), Ikeguchi Tohru (TUS) NLP2019-3 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we apply the causal estimation method of Convergent Cross Mapping to a mathematical model of neural networks to estimate their structures.
Neurons were connected by gap junctions and the obtained membrane potential time series were converted to inter-spike-interval time series.
We investigated performance of estimating neural network structures by applying CCM to the obtained inter-spike-interval time series.
As a result, it is suggested that using inter-spike-interval time series may be effective for estimation of neural network structures. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Nonlinear time series analysis / causal estimation / Inter-spike-interval / Izhikevich neuron model / Gap junction / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 19, NLP2019-3, pp. 13-18, May 2019. |
Paper # |
NLP2019-3 |
Date of Issue |
2019-05-03 (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) |
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NLP2019-3 |
Conference Information |
Committee |
NLP |
Conference Date |
2019-05-10 - 2019-05-11 |
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(See Japanese page) |
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J:COM HoltoHALL OITA |
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etc. |
Paper Information |
Registration To |
NLP |
Conference Code |
2019-05-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Structure estimation of a neural network using Inter-spike-interval |
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Keyword(1) |
Nonlinear time series analysis |
Keyword(2) |
causal estimation |
Keyword(3) |
Inter-spike-interval |
Keyword(4) |
Izhikevich neuron model |
Keyword(5) |
Gap junction |
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1st Author's Name |
Kazuya Sawada |
1st Author's Affiliation |
Tokyo University of Science (TUS) |
2nd Author's Name |
Yutaka Shimada |
2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
3rd Author's Name |
Ikeguchi Tohru |
3rd Author's Affiliation |
Tokyo University of Science (TUS) |
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Speaker |
Author-1 |
Date Time |
2019-05-10 13:50:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2019-3 |
Volume (vol) |
vol.119 |
Number (no) |
no.19 |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2019-05-03 (NLP) |