Paper Abstract and Keywords |
Presentation |
2022-03-28 11:10
Analyses on hierarchical networks of reservoir computing to model visual-information processing Takumi Shinkawa, Hideyuki Katou (Oita Univ) MSS2021-59 NLP2021-130 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Recently, reservoir computing is expected to have various engineering applications such as real-time learning of time-series data because of its extremely fast learning speed, compared with the other types of recurrent neural networks.
In this study, we attempted to model brain functions, especially visual-information processing, using the reservoir computing.
As a first step, we constructed a reservoir computing system with a hierarchical structure and evaluated its functions in the visual-information processing. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
reservoir computing / visual-information processing / hierarchical structure / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 444, NLP2021-130, pp. 23-28, March 2022. |
Paper # |
NLP2021-130 |
Date of Issue |
2022-03-21 (MSS, 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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MSS2021-59 NLP2021-130 |
Conference Information |
Committee |
MSS NLP |
Conference Date |
2022-03-28 - 2022-03-29 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
MSS, NLP, Work In Progress (MSS only), and etc. |
Paper Information |
Registration To |
NLP |
Conference Code |
2022-03-MSS-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Analyses on hierarchical networks of reservoir computing to model visual-information processing |
Sub Title (in English) |
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reservoir computing |
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visual-information processing |
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hierarchical structure |
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1st Author's Name |
Takumi Shinkawa |
1st Author's Affiliation |
Oita University (Oita Univ) |
2nd Author's Name |
Hideyuki Katou |
2nd Author's Affiliation |
Oita University (Oita Univ) |
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Speaker |
Author-1 |
Date Time |
2022-03-28 11:10:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
MSS2021-59, NLP2021-130 |
Volume (vol) |
vol.121 |
Number (no) |
no.443(MSS), no.444(NLP) |
Page |
pp.23-28 |
#Pages |
6 |
Date of Issue |
2022-03-21 (MSS, NLP) |
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