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Paper Abstract and Keywords
Presentation 2010-06-18 16:00
An approach to SOM Canonica. -- To Establish Multi-Manifold Learning Theory. --
Takashi Ohkubo, Tetsuo Furukawa (Kyushu Inst. of Tech.) NLP2010-7 NC2010-7
Abstract (in Japanese) (See Japanese page) 
(in English) The purpose of this research is to establish “SOM Canonica”. SOM Canonica is a canonical form of self-organizing map (SOM), or an ideal algorithm of SOM families based on machine learning theory. From this viewpoint, Kohonen’s standard SOM can be regarded as an approximation of SOM Canonica. The motivation of this study is to establish a prolific matrix of multi-manifold learning algorithm producing fruitful variations, such as higher-rank of SOMs, modular network SOM and so on. In this paper we report our attempts to establish SOM Canonica.
Keyword (in Japanese) (See Japanese page) 
(in English) self-organizing map / SOM / manifold learning / GTM / / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 83, NC2010-7, pp. 45-50, June 2010.
Paper # NC2010-7 
Date of Issue 2010-06-11 (NLP, 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)
Download PDF NLP2010-7 NC2010-7

Conference Information
Committee NC NLP IPSJ-BIO  
Conference Date 2010-06-18 - 2010-06-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Ryukyu-daigaku-gozyu-syunen-kinenn-kaikan 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine Learning for bio-datamining 
Paper Information
Registration To NC 
Conference Code 2010-06-NC-NLP-BIO 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) An approach to SOM Canonica. 
Sub Title (in English) To Establish Multi-Manifold Learning Theory. 
Keyword(1) self-organizing map  
Keyword(2) SOM  
Keyword(3) manifold learning  
Keyword(4) GTM  
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1st Author's Name Takashi Ohkubo  
1st Author's Affiliation Kyushu Institute of Technology (Kyushu Inst. of Tech.)
2nd Author's Name Tetsuo Furukawa  
2nd Author's Affiliation Kyushu Institute of Technology (Kyushu Inst. of Tech.)
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Speaker Author-1 
Date Time 2010-06-18 16:00:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NLP2010-7, NC2010-7 
Volume (vol) vol.110 
Number (no) no.82(NLP), no.83(NC) 
Page pp.45-50 
#Pages 6 
Date of Issue 2010-06-11 (NLP, NC) 

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