Paper Abstract and Keywords |
Presentation |
2016-12-12 15:25
Visualization and Classification by ElasticSOM Yuto Take, Pitoyo Hartono (Chukyo Univ.) NLP2016-89 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Due to its simplicity, Self-Organizing Maps(SOM) are often utilized to visualize high dimensional data. While SOM is able to preserve the intrinsic topological characteristics of the high dimensional data, unlike Multidimensional Scaling(MDS), it often fails to preserve the inter-distance relations of data. In this study, we propose a visualization algorithm called Elastic SOM, which preserves not only the topological structure of the data but also their distances. Different from the traditional MDS, the proposed algorithm can also be used as a classifier. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Self-Organizing Maps / Multidimensional Scaling Method / Neural Network / Dimension Reduction / Classification / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 353, NLP2016-89, pp. 27-32, Dec. 2016. |
Paper # |
NLP2016-89 |
Date of Issue |
2016-12-05 (NLP) |
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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NLP2016-89 |
Conference Information |
Committee |
NLP |
Conference Date |
2016-12-12 - 2016-12-13 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Chukyo Univ. |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2016-12-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Visualization and Classification by ElasticSOM |
Sub Title (in English) |
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Self-Organizing Maps |
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Multidimensional Scaling Method |
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Neural Network |
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Dimension Reduction |
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Classification |
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1st Author's Name |
Yuto Take |
1st Author's Affiliation |
Chukyo University (Chukyo Univ.) |
2nd Author's Name |
Pitoyo Hartono |
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Chukyo University (Chukyo Univ.) |
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Speaker |
Author-1 |
Date Time |
2016-12-12 15:25:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2016-89 |
Volume (vol) |
vol.116 |
Number (no) |
no.353 |
Page |
pp.27-32 |
#Pages |
6 |
Date of Issue |
2016-12-05 (NLP) |
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