| Paper Abstract and Keywords |
| Presentation |
2019-12-04 10:25
Attempting News Classification by Media Characteristics Yoshifumi Seki (Gunosy Inc.) NLC2019-29 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The purpose of this study is to classify news articles by medium characteristics.
In this paper, we compare the vectorization method of documents through the construction of a classification model for major newspapers and Tabloid.
Although the classification of news articles is an popular issues, most of them deal with topics and categories, and there are few attempts to reflect differences in writing and nuances within the same category.
However, it is important to evaluate such writing and nuances, which is a very important task in the modern news consumption environment.
As a result of our experiment, many models learned events and topics strongly, and it was found that classification was very difficult.
On the other hand, it was suggested that the model using BERT may be able to consider writing and nuances. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
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| Reference Info. |
IEICE Tech. Rep., vol. 119, no. 320, NLC2019-29, pp. 1-5, Dec. 2019. |
| Paper # |
NLC2019-29 |
| Date of Issue |
2019-11-27 (NLC) |
| ISSN |
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) |
| Notes on Review |
This article is a technical report without peer review, and its polished version will be published elsewhere. |
| Download PDF |
NLC2019-29 |
| Conference Information |
| Committee |
NLC IPSJ-NL SP IPSJ-SLP |
| Conference Date |
2019-12-04 - 2019-12-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
NHK Science & Technology Research Labs. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
The 6th Natural Language Processing Symposium & The 21th Spoken Language Symposium |
| Paper Information |
| Registration To |
NLC |
| Conference Code |
2019-12-NLC-NL-SP-SLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Attempting News Classification by Media Characteristics |
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| 1st Author's Name |
Yoshifumi Seki |
| 1st Author's Affiliation |
Gunosy Inc. (Gunosy Inc.) |
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| Speaker |
Author-1 |
| Date Time |
2019-12-04 10:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLC |
| Paper # |
NLC2019-29 |
| Volume (vol) |
vol.119 |
| Number (no) |
no.320 |
| Page |
pp.1-5 |
| #Pages |
5 |
| Date of Issue |
2019-11-27 (NLC) |