Paper Abstract and Keywords |
Presentation |
2013-03-13 15:10
Correspondence of Different Self-Organizing Map and its Application to Learning Evaluation Shigehiro Ohhara, Sumio Watanabe (Tokyo Inst. of Tech.) NC2012-149 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Several artificianl neural networks, which were devised by imitating biological neural networks, are now being used as learning machines in pattern recognition and artificial intelligence. However, such machines are nonidentifiable and have many local solutions, resulting that the trained system becomes different even for the same training samples. In this paper, we study a self-organizing map, and propose that the correspondence of the different solutions is useful to study such nonidentifiable problems. Experimental study about many cities in Japan shows the effectiveness of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Self-Organizing Map / Correspondence / Learning Evaluation / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 112, no. 480, NC2012-149, pp. 89-94, March 2013. |
Paper # |
NC2012-149 |
Date of Issue |
2013-03-06 (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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NC2012-149 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2013-03-13 - 2013-03-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
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(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2013-03-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Correspondence of Different Self-Organizing Map and its Application to Learning Evaluation |
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Self-Organizing Map |
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Correspondence |
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Learning Evaluation |
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1st Author's Name |
Shigehiro Ohhara |
1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
2nd Author's Name |
Sumio Watanabe |
2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
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Speaker |
Author-1 |
Date Time |
2013-03-13 15:10:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2012-149 |
Volume (vol) |
vol.112 |
Number (no) |
no.480 |
Page |
pp.89-94 |
#Pages |
6 |
Date of Issue |
2013-03-06 (NC) |
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