Paper Abstract and Keywords |
Presentation |
2011-11-10 15:45
A Linear Time Subpath Kernel for Trees Daisuke Kimura, Hisashi Kashima (Univ. of Tokyo) IBISML2011-85 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Kernel method is one of the promising approaches to learning with
tree-structured data, and various efficient tree kernels have been proposed to capture informative structures in trees.
In this paper, we especially focus on a tree kernel function based on
``subpath sets" to capture vertical structures in tree-structured data.
Previous works show that the predictive performance of the kernel is competitive with that of the existing linear-time tree kernel proposed by
Vishwanathan {\it et al.}, and is also empirically faster than the
existing kernel, although the time complexity of the subpath kernel is
$\rm{O}$$((|T_1|+|T_2|)\rm{log}$$(|T_1|+|T_2|))$, where $|T_1|$ and $|T_2|$ are the numbers of nodes in two trees $T_1$ and $T_2$.
We propose a new efficient algorithm for computing the subpath kernel,
whose time and space complexity are both $\rm{O}$$((|T_1|+|T_2|)$,
by extending the algorithm of a linear-time string kernel using an enhanced suffix array.
The experimental results show that the computation time of the subpath
kernel using our proposed algorithm scaled linearly for the numbers of nods in input two trees. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
kernel methods / convolution kernels / tree kernels / suffix array / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 275, IBISML2011-85, pp. 291-296, Nov. 2011. |
Paper # |
IBISML2011-85 |
Date of Issue |
2011-11-02 (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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IBISML2011-85 |
Conference Information |
Committee |
IBISML |
Conference Date |
2011-11-09 - 2011-11-11 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nara Womens Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
The 14th IBIS workshop |
Paper Information |
Registration To |
IBISML |
Conference Code |
2011-11-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Linear Time Subpath Kernel for Trees |
Sub Title (in English) |
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Keyword(1) |
kernel methods |
Keyword(2) |
convolution kernels |
Keyword(3) |
tree kernels |
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suffix array |
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1st Author's Name |
Daisuke Kimura |
1st Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
2nd Author's Name |
Hisashi Kashima |
2nd Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
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Speaker |
Author-1 |
Date Time |
2011-11-10 15:45:00 |
Presentation Time |
180 minutes |
Registration for |
IBISML |
Paper # |
IBISML2011-85 |
Volume (vol) |
vol.111 |
Number (no) |
no.275 |
Page |
pp.291-296 |
#Pages |
6 |
Date of Issue |
2011-11-02 (IBISML) |
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