| Item type |
文献 / Documents(1) |
| 公開日 |
2022-02-28 |
| アクセス権 |
|
|
アクセス権 |
open access |
| 資源タイプ |
|
|
資源タイプ識別子 |
http://purl.org/coar/resource_type/c_6501 |
|
資源タイプ |
journal article |
| 出版社版DOI |
|
|
|
関連識別子 |
https://doi.org/10.4018/IJITWE.298654 |
|
|
関連名称 |
10.4018/IJITWE.298654 |
| 出版タイプ |
|
|
出版タイプ |
VoR |
|
出版タイプResource |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| タイトル |
|
|
タイトル |
Relationship Between Personality Patterns and Harmfulness : Analysis and Prediction Based on Sentence Embedding |
| 著者 |
松本, 和幸
キシマ, リョウタ
ツチヤ, セイジ
ヒロバヤシ, トモキ
吉田, 稔
北, 研二
|
| 抄録 |
|
|
内容記述 |
This paper hypothesizes that harmful utterances need to be judged in the context of whole sentences, and the authors extract features of harmful expressions using a general-purpose language model. Based on the extracted features, the authors propose a method to predict the presence or absence of harmful categories. In addition, the authors believe that it is possible to analyze users who incite others by combining this method with research on analyzing the personality of the speaker from statements on social networking sites. The results confirmed that the proposed method can judge the possibility of harmful comments with higher accuracy than simple dictionary-based models or models using a distributed representation of words. The relationship between personality patterns and harmful expressions was also confirmed by an analysis based on a harmful judgment model. |
| キーワード |
|
|
主題 |
Deep Neural Networks |
| キーワード |
|
|
主題 |
Harmful Expression |
| キーワード |
|
|
主題 |
Internet Flaming Detection |
| キーワード |
|
|
主題 |
MBTI |
| キーワード |
|
|
主題 |
Personality |
| キーワード |
|
|
主題 |
Sentence Embeddings |
| キーワード |
|
|
主題 |
Text Classification |
| 書誌情報 |
en : International Journal of Information Technology and Web Engineering
巻 17,
号 1,
p. 54,
発行日 2022
|
| ISBN |
|
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|
識別子タイプ |
ISBN |
|
|
関連識別子 |
9781799894001 |
| 収録物ID |
|
|
収録物識別子タイプ |
ISSN |
|
収録物識別子 |
15541045 |
| 収録物ID |
|
|
収録物識別子タイプ |
ISSN |
|
収録物識別子 |
15541053 |
| 収録物ID |
|
|
収録物識別子タイプ |
NCID |
|
収録物識別子 |
AA12074076 |
| 出版者 |
|
|
出版者 |
IGI Global |
| 権利情報 |
|
|
権利情報 |
This article published as an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) which permits unrestricted use, distribution, and production in any medium, provided the author of the original work and original publication source are properly credited. |
| EID |
|
|
識別子 |
384382 |
| 言語 |
|
|
言語 |
eng |
Ijitwe_17_1_54.pdf (5.31 MB)
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