| Paper Abstract and Keywords |
| Presentation |
2010-06-25 11:30
Automatic Extraction of Human Activity Attributes from Twitter Nguyen Minh The, Takahiro Kawamura, Yasuyuki Tahara, Akihiko Ohsuga (Univ. of Electro-Comm.) AI2010-4 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The goal of this paper is to describe a method to automatically extract all basic attributes namely actor, action, object, time and location which belong to an activity, in each sentence retrieved from Twitter. Previous work had some limitations, such as inability of extracting infrequent activities, high setup cost, inability of extracting all attributes. To resolve these problems, this paper proposes a novel approach that treats the activity extraction as a sequence labeling problem, and automatically makes its own training data. This approach can extract infrequent
activities, and has advantages such as domain-independence, scalability, and unnecessary hand-tagged data. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Human Activity / Twitter / Semantic Network / Web Mining / Self-Supervised Learning / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 105, AI2010-4, pp. 19-23, June 2010. |
| Paper # |
AI2010-4 |
| Date of Issue |
2010-06-18 (AI) |
| 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 |
AI2010-4 |
| Conference Information |
| Committee |
AI |
| Conference Date |
2010-06-25 - 2010-06-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
AI |
| Conference Code |
2010-06-AI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Automatic Extraction of Human Activity Attributes from Twitter |
| Sub Title (in English) |
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| Keyword(1) |
Human Activity |
| Keyword(2) |
Twitter |
| Keyword(3) |
Semantic Network |
| Keyword(4) |
Web Mining |
| Keyword(5) |
Self-Supervised Learning |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Nguyen Minh The |
| 1st Author's Affiliation |
The University of Electro-Communications (Univ. of Electro-Comm.) |
| 2nd Author's Name |
Takahiro Kawamura |
| 2nd Author's Affiliation |
The University of Electro-Communications (Univ. of Electro-Comm.) |
| 3rd Author's Name |
Yasuyuki Tahara |
| 3rd Author's Affiliation |
The University of Electro-Communications (Univ. of Electro-Comm.) |
| 4th Author's Name |
Akihiko Ohsuga |
| 4th Author's Affiliation |
The University of Electro-Communications (Univ. of Electro-Comm.) |
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| Speaker |
Author-1 |
| Date Time |
2010-06-25 11:30:00 |
| Presentation Time |
30 minutes |
| Registration for |
AI |
| Paper # |
AI2010-4 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.105 |
| Page |
pp.19-23 |
| #Pages |
5 |
| Date of Issue |
2010-06-18 (AI) |