Paper Abstract and Keywords |
Presentation |
2018-12-15 11:15
Consideration on structural properties contributing to discrimination in Liquid State Machine Tatsuro Sakaguchi, Naoki Wakamiya (Osaka Univ.) NC2018-30 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Liquid State Machine (LSM) is one of reservoir computing models and due to universal computing capability its application and improvements attract researchers.Meanwhile development of measurement technology reveals the existence of specific structure in brain networks, such as scale-free, small-world, and modular properties, which contribute to higher-order brain functions such as cognition and memory.In this paper, we adopt various networks as a middle layer, i.e. liquid or reservoir, of an LSM and investigate the relationship between structural properties and accuracy of discrimination.Results suggest that modularity and recurrentness of a middle layer net- work enhances discrimination capability. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Liquid State Machine / structural properties / discrimination / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 367, NC2018-30, pp. 11-16, Dec. 2018. |
Paper # |
NC2018-30 |
Date of Issue |
2018-12-08 (NC) |
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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NC2018-30 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2018-12-15 - 2018-12-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nagoya Institute of Technology |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2018-12-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Consideration on structural properties contributing to discrimination in Liquid State Machine |
Sub Title (in English) |
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Liquid State Machine |
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structural properties |
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discrimination |
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1st Author's Name |
Tatsuro Sakaguchi |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Naoki Wakamiya |
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Osaka University (Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2018-12-15 11:15:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2018-30 |
Volume (vol) |
vol.118 |
Number (no) |
no.367 |
Page |
pp.11-16 |
#Pages |
6 |
Date of Issue |
2018-12-08 (NC) |
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