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Paper Abstract and Keywords
Presentation 2010-10-29 12:20
VC-dimension reduction algorithms for hyperkernel SVM-type machines
Kohei Mori, Takashi Okashiro (Kobe Univ.) NLP2010-98
Abstract (in Japanese) (See Japanese page) 
(in English) This paper introduces a support vector machine like learning algorithm that combines two techniques introduced for enhancing performance of support vector machines.One machine learns not only the weight in the feature space but also the kernel matrix.The other try to make lower the dimension of the feature space to decrease the VC-dimension.

In our experiments, the proposed algorithm outperformed the original approaches in generalization performance and number of support vectors.
Keyword (in Japanese) (See Japanese page) 
(in English) support vector machine / kernel machine / VC-dimension / hyperkernel / / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 255, NLP2010-98, pp. 95-98, Oct. 2010.
Paper # NLP2010-98 
Date of Issue 2010-10-21 (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)
Download PDF NLP2010-98

Conference Information
Committee NLP  
Conference Date 2010-10-28 - 2010-10-29 
Place (in Japanese) (See Japanese page) 
Place (in English) Osaka University Machikaneyama Hall 
Topics (in Japanese) (See Japanese page) 
Topics (in English) General 
Paper Information
Registration To NLP 
Conference Code 2010-10-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) VC-dimension reduction algorithms for hyperkernel SVM-type machines 
Sub Title (in English)  
Keyword(1) support vector machine  
Keyword(2) kernel machine  
Keyword(3) VC-dimension  
Keyword(4) hyperkernel  
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1st Author's Name Kohei Mori  
1st Author's Affiliation Kobe University (Kobe Univ.)
2nd Author's Name Takashi Okashiro  
2nd Author's Affiliation Kobe University (Kobe Univ.)
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Speaker Author-2 
Date Time 2010-10-29 12:20:00 
Presentation Time 25 minutes 
Registration for NLP 
Paper # NLP2010-98 
Volume (vol) vol.110 
Number (no) no.255 
Page pp.95-98 
#Pages 4 
Date of Issue 2010-10-21 (NLP) 

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