| Paper Abstract and Keywords |
| Presentation |
2018-08-02 09:00
Consideration on structural property for robust discrimination against structure defects in Liquid State Machine Yuta Okumura, Naoki Wakamiya (Osaka Univ.) CCS2018-27 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recent development of measurement technology reveals that functional and structural networks of brains called “connectome” has unique topological properties such as scale-free, modularity, and small-world, which con- tribute to structural robustness of a connectome. However, a source of functional robustness of the brain against structural defects is still unclear. To reveal it, in this paper we investigate the relationship between structural properties of a RNN of a Liquid State Machine and the decrease in discrimination ability when experiencing loss of synaptic connections and neurons. As the result, we find clustering coefficients contributes to robust discrimination against structure defects. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Liquid State Machine / structural property / structure defects / robustness / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 118, no. 168, CCS2018-27, pp. 9-12, Aug. 2018. |
| Paper # |
CCS2018-27 |
| Date of Issue |
2018-07-25 (CCS) |
| 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 |
CCS2018-27 |
| Conference Information |
| Committee |
IN CCS |
| Conference Date |
2018-08-01 - 2018-08-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kitayuzawa Mori-no-Soraniwa |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
CCS |
| Conference Code |
2018-08-IN-CCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Consideration on structural property for robust discrimination against structure defects in Liquid State Machine |
| Sub Title (in English) |
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| Keyword(1) |
Liquid State Machine |
| Keyword(2) |
structural property |
| Keyword(3) |
structure defects |
| Keyword(4) |
robustness |
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| 1st Author's Name |
Yuta Okumura |
| 1st Author's Affiliation |
Osaka University (Osaka Univ.) |
| 2nd Author's Name |
Naoki Wakamiya |
| 2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2018-08-02 09:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
CCS |
| Paper # |
CCS2018-27 |
| Volume (vol) |
vol.118 |
| Number (no) |
no.168 |
| Page |
pp.9-12 |
| #Pages |
4 |
| Date of Issue |
2018-07-25 (CCS) |