Paper Abstract and Keywords |
Presentation |
2021-12-18 15:40
Performance evaluation on timeseries prediction of multi-layer simple cycle reservoir computing Kentaro Imai, Masaharu Adachi (Tokyo Denki Univ.) NLP2021-67 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The purpose of this study is to combine Deep Echo State Network with other models. In this study, we propose and implement Deep Simple Cycle Reservoir based on Simple Cycle Reservoir, which simplifies the internal structure of Echo State Networks and reduces the computational cost. The performance of the various numbers of layers is evaluated in terms of prediction accuracy and memory capacity. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Reservoir Computing / Deep Neural Network / Chaotic Time Series / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 307, NLP2021-67, pp. 110-113, Dec. 2021. |
Paper # |
NLP2021-67 |
Date of Issue |
2021-12-10 (NLP) |
ISSN |
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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NLP2021-67 |
Conference Information |
Committee |
NLP |
Conference Date |
2021-12-17 - 2021-12-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
J:COM Horuto Hall OITA |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2021-12-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Performance evaluation on timeseries prediction of multi-layer simple cycle reservoir computing |
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Reservoir Computing |
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Deep Neural Network |
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Chaotic Time Series |
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1st Author's Name |
Kentaro Imai |
1st Author's Affiliation |
Tokyo Denki University (Tokyo Denki Univ.) |
2nd Author's Name |
Masaharu Adachi |
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Tokyo Denki University (Tokyo Denki Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-12-18 15:40:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2021-67 |
Volume (vol) |
vol.121 |
Number (no) |
no.307 |
Page |
pp.110-113 |
#Pages |
4 |
Date of Issue |
2021-12-10 (NLP) |