Paper Abstract and Keywords |
Presentation |
2016-03-22 11:25
Construction of Semantic Network Using Restricted Boltzmann Machine Yuichiro Tsutsui, Masafumi Hagiwara (Keio Univ.) NC2015-71 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose a new kind of neural network type semantic network utilizing distributed representation. The proposed network is composed of several RBMs and can treat inheritance and exception processing. Distributed representation is obtained by word2vec method and 6.15GB Wikipedia corpus. The proposed network enables consideration of semantic similarity between words and is robust for unknown words and variation of expression. The results of computer experiments have shown the effectiveness of the proposed network. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Semantic Network / Restricted Boltzmann Machine / ,word2vec / Associative Memory / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 514, NC2015-71, pp. 13-18, March 2016. |
Paper # |
NC2015-71 |
Date of Issue |
2016-03-15 (NC) |
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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NC2015-71 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2016-03-22 - 2016-03-23 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
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(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2016-03-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Construction of Semantic Network Using Restricted Boltzmann Machine |
Sub Title (in English) |
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Semantic Network |
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Restricted Boltzmann Machine |
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,word2vec |
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Associative Memory |
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1st Author's Name |
Yuichiro Tsutsui |
1st Author's Affiliation |
Keio University (Keio Univ.) |
2nd Author's Name |
Masafumi Hagiwara |
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Keio University (Keio Univ.) |
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Speaker |
Author-1 |
Date Time |
2016-03-22 11:25:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2015-71 |
Volume (vol) |
vol.115 |
Number (no) |
no.514 |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2016-03-15 (NC) |
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