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Paper Abstract and Keywords
Presentation 2011-03-09 14:10
Growing Self-organizing Maps based on slime mold dynamics
Kazuki Sunakawa, Toshimichi Saito (HU) NC2010-193
Abstract (in Japanese) (See Japanese page) 
(in English) This paper presents self-organizing maps referring to features of the slime mold and its application to the traveling salesperson problem.
In order to solve the problem, we adopt SOM of ring topology with growing structure.
In update of neighbor cells of a winner, the learning coefficient depends on past history of distance between cells.
This history-controlled learning refers to the slime mold behavior.
Basic numerical experimental results suggest that our algorithm can provide semi-optimal solution.
The performance of our algorithm is compared with that of convention of growing SOMs.
Keyword (in Japanese) (See Japanese page) 
(in English) Unsupervised learning / Self-organizing maps / Traveling salesperson problems / Growing cell structures / slime mold / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 461, NC2010-193, pp. 391-394, March 2011.
Paper # NC2010-193 
Date of Issue 2011-02-28 (NC) 
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 NC2010-193

Conference Information
Committee NC MBE  
Conference Date 2011-03-07 - 2011-03-09 
Place (in Japanese) (See Japanese page) 
Place (in English) Tamagawa University 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2011-03-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Growing Self-organizing Maps based on slime mold dynamics 
Sub Title (in English)  
Keyword(1) Unsupervised learning  
Keyword(2) Self-organizing maps  
Keyword(3) Traveling salesperson problems  
Keyword(4) Growing cell structures  
Keyword(5) slime mold  
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1st Author's Name Kazuki Sunakawa  
1st Author's Affiliation Hosei University (HU)
2nd Author's Name Toshimichi Saito  
2nd Author's Affiliation Hosei University (HU)
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Speaker
Date Time 2011-03-09 14:10:00 
Presentation Time 25 
Registration for NC 
Paper # IEICE-NC2010-193 
Volume (vol) IEICE-110 
Number (no) no.461 
Page pp.391-394 
#Pages IEICE-4 
Date of Issue IEICE-NC-2011-02-28 


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