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Paper Abstract and Keywords
Presentation 2007-11-19 14:15
Constructing error correcting output coding using latent variable models
Nobuhiko Yamaguchi (Saga Univ.) NC2007-70
Abstract (in Japanese) (See Japanese page) 
(in English) The object of this paper is to construct a multi-class classifier by Error-Correcting Output Coding (ECOC) approach. The algorithm of the ECOC approach is divided into three steps: 1) dividing K classes into two super groups, 2) constructing multiple binary classifiers which separate the two super groups, and 3) combining the multiple binary classifiers. The ECOC approach constructs a classifier by sequentially performing the three steps. However, since these three steps are mutually related to each other, it is desirable to simultaneously perform the three steps
with considering each other's steps. We therefore propose ECOC-LVM (ECOC using Latent Variable Models) which simultaneously performs the three steps.
Keyword (in Japanese) (See Japanese page) 
(in English) Error-correcting output coding / Neural networks / Pattern classification / Latent variable models / / / /  
Reference Info. IEICE Tech. Rep., vol. 107, no. 328, NC2007-70, pp. 89-93, Nov. 2007.
Paper # NC2007-70 
Date of Issue 2007-11-11 (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 NC2007-70

Conference Information
Committee NC  
Conference Date 2007-11-18 - 2007-11-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Saga Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) neuro-hardware, and general 
Paper Information
Registration To NC 
Conference Code 2007-11-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Constructing error correcting output coding using latent variable models 
Sub Title (in English)  
Keyword(1) Error-correcting output coding  
Keyword(2) Neural networks  
Keyword(3) Pattern classification  
Keyword(4) Latent variable models  
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1st Author's Name Nobuhiko Yamaguchi  
1st Author's Affiliation Saga University (Saga Univ.)
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Speaker Author-1 
Date Time 2007-11-19 14:15:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2007-70 
Volume (vol) vol.107 
Number (no) no.328 
Page pp.89-93 
#Pages 5 
Date of Issue 2007-11-11 (NC) 

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