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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
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. (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)  
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)  
Keyword(1) Liquid State Machine  
Keyword(2) structural property  
Keyword(3) structure defects  
Keyword(4) robustness  
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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Date Time 2018-08-02 09:00:00 
Presentation Time 25 
Registration for CCS 
Paper # IEICE-CCS2018-27 
Volume (vol) IEICE-118 
Number (no) no.168 
Page pp.9-12 
#Pages IEICE-4 
Date of Issue IEICE-CCS-2018-07-25 

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