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) |
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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) |
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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 |
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Keyword(1) |
Unsupervised learning |
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Self-organizing maps |
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Traveling salesperson problems |
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Growing cell structures |
Keyword(5) |
slime mold |
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1st Author's Name |
Kazuki Sunakawa |
1st Author's Affiliation |
Hosei University (HU) |
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Toshimichi Saito |
2nd Author's Affiliation |
Hosei University (HU) |
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Speaker |
Author-1 |
Date Time |
2011-03-09 14:10:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2010-193 |
Volume (vol) |
vol.110 |
Number (no) |
no.461 |
Page |
pp.391-394 |
#Pages |
4 |
Date of Issue |
2011-02-28 (NC) |