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Paper Abstract and Keywords
Presentation 2013-07-18 14:45
Pairwise Co-link Propagation Kernel
Satoshi Hasegawa, Jun Sakuma (Univ. of Tsukuba) IBISML2013-9
Abstract (in Japanese) (See Japanese page) 
(in English) We propose a novel pairwise kernel that combines node feature kernels and link structure kernels for
pairwise classification. Existing methods determine the pairwise kernel values with using the node feature kernel
values only. Our methods determine the pairwise kernel values with using not only node feature but also the closeness of the node induced from the link structure. Efficient computation of the proposed kernels are introduced.
We shows an algorithms that can be computed in time is comparable as compared with the existing kernel. In
experimental results show that our pairwise kernels improve the predictive performance in four data sets out of six.
Keyword (in Japanese) (See Japanese page) 
(in English) Pairwise Classification / Pairwise kernel / co-link propagation / / / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 139, IBISML2013-9, pp. 59-66, July 2013.
Paper # IBISML2013-9 
Date of Issue 2013-07-11 (IBISML) 
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 IBISML2013-9

Conference Information
Committee IBISML  
Conference Date 2013-07-18 - 2013-07-18 
Place (in Japanese) (See Japanese page) 
Place (in English) Nishiwaseda Campus (Waseda univ.) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine Learningn, etc. 
Paper Information
Registration To IBISML 
Conference Code 2013-07-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Pairwise Co-link Propagation Kernel 
Sub Title (in English)  
Keyword(1) Pairwise Classification  
Keyword(2) Pairwise kernel  
Keyword(3) co-link propagation  
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1st Author's Name Satoshi Hasegawa  
1st Author's Affiliation University of Tsukuba (Univ. of Tsukuba)
2nd Author's Name Jun Sakuma  
2nd Author's Affiliation University of Tsukuba (Univ. of Tsukuba)
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Speaker Author-1 
Date Time 2013-07-18 14:45:00 
Presentation Time 25 minutes 
Registration for IBISML 
Paper # IBISML2013-9 
Volume (vol) vol.113 
Number (no) no.139 
Page pp.59-66 
#Pages 8 
Date of Issue 2013-07-11 (IBISML) 

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