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) |
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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) |
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Keyword(1) |
Pairwise Classification |
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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) |