IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
... (for ESS/CS/ES/ISS)
Tech. Rep. Archives
... (for ES/CS)
 Go Top Page Go Previous   [Japanese] / [English] 

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
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)
Download PDF 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. 
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  
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.)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
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 

[Return to Top Page]

[Return to IEICE Web Page]

The Institute of Electronics, Information and Communication Engineers (IEICE), Japan