Paper Abstract and Keywords |
Presentation |
2010-10-23 15:10
Extraction of Verb Synonyms Using Graph-based Clustering Koichi Takeuchi, Hideyuki Takahashi, Daisuke Kobayashi (Okayama Univ.) TL2010-32 NLC2010-11 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This manuscript describes evaluation results of Kernel K-means
clustering approach comparing with modified Aizawa's co-clustering
approach for verb synonym extraction task. Kernel K-means approach is
one of the state-of-the-art vector-based clustering method which can
divide vector-spaces with non-linear boundary by incorporating Kernel
method. Besides the mathematical framework of Kernel K-means can cover
Spectral Graph Clustering. In this manuscript, however, we reveal
Aizawa's co-clustering approach overcomes Kernel K-means on the verb
synonym extraction task (bi-graph clustering) in Japanese. From this
results we discuss that the equivalence between graph-vector space in
Kernel K-means approach can be limited, and then Kernel K-means decease
their accuracy in our verb synonym extraction. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Verb synonyms / Co-clustering / Kernel K-means Clustering / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 245, NLC2010-11, pp. 13-18, Oct. 2010. |
Paper # |
NLC2010-11 |
Date of Issue |
2010-10-16 (TL, NLC) |
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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TL2010-32 NLC2010-11 |
Conference Information |
Committee |
TL NLC |
Conference Date |
2010-10-23 - 2010-10-23 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kikai-Shinko-Kaikan Bldg. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Logical and Affective Aspects of Natural Language |
Paper Information |
Registration To |
NLC |
Conference Code |
2010-10-TL-NLC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Extraction of Verb Synonyms Using Graph-based Clustering |
Sub Title (in English) |
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Verb synonyms |
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Co-clustering |
Keyword(3) |
Kernel K-means Clustering |
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1st Author's Name |
Koichi Takeuchi |
1st Author's Affiliation |
Okayama University (Okayama Univ.) |
2nd Author's Name |
Hideyuki Takahashi |
2nd Author's Affiliation |
Okayama University (Okayama Univ.) |
3rd Author's Name |
Daisuke Kobayashi |
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Okayama University (Okayama Univ.) |
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Speaker |
Author-1 |
Date Time |
2010-10-23 15:10:00 |
Presentation Time |
30 minutes |
Registration for |
NLC |
Paper # |
TL2010-32, NLC2010-11 |
Volume (vol) |
vol.110 |
Number (no) |
no.244(TL), no.245(NLC) |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2010-10-16 (TL, NLC) |