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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
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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. (No. 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
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Conference Information
Committee NLP  
Conference Date 2016-12-12 - 2016-12-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Chukyo Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
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)  
Keyword(1) Self-Organizing Maps  
Keyword(2) Multidimensional Scaling Method  
Keyword(3) Neural Network  
Keyword(4) Dimension Reduction  
Keyword(5) 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  
2nd Author's Affiliation Chukyo University (Chukyo Univ.)
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Speaker
Date Time 2016-12-12 15:25:00 
Presentation Time 25 
Registration for NLP 
Paper # IEICE-NLP2016-89 
Volume (vol) IEICE-116 
Number (no) no.353 
Page pp.27-32 
#Pages IEICE-6 
Date of Issue IEICE-NLP-2016-12-05 


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