| Item type |
会議発表論文 / Conference Paper(1) |
| 公開日 |
2023-03-02 |
| タイトル |
|
|
タイトル |
Correlation Analysis between Subjectively Annotated Emotions and Objectively Annotated Emotions |
| 言語 |
|
|
言語 |
eng |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
self-reported emotion |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
objectively perceived emotion |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
emotional voice |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
machine learning |
| 資源タイプ |
|
|
資源タイプ識別子 |
http://purl.org/coar/resource_type/c_5794 |
|
資源タイプ |
conference paper |
| 著者 |
SAITOU, Shota
MERA, Kazuya
KUROSAWA, Yoshiaki
TAKEZAWA, Toshiyuki
齋藤, 晶太
目良, 和也
黒澤, 義明
竹澤, 寿幸
|
| 抄録 |
|
|
内容記述タイプ |
Abstract |
|
内容記述 |
There is no research for analyzing the relationship between subjectively annotated emotions and objectively annotated emotions despite the fact that a lot of research uses objective emotion labels as subjective emotions. In this study, we collect natural emotional voices, and the speaker and others annotate the intensity of six emotions {anger, dislike, fear, happiness, sadness, and surprise} to the voices. The correlation diagrams between subjectively and objectively annotated emotions indicate that there is a small relationship between subjective and objective emotions. The experimental results using support vector regression reveal that learning subjective emotions is much more difficult than learning objective emotions. Furthermore, happiness, sadness, and surprise are comparatively learned better than dislike, anger, and fear. |
| 内容記述 |
|
|
内容記述タイプ |
Other |
|
内容記述 |
International MultiConference of Engineers and Computer Scientists 2019(IMECS 2019), Mar. 13-15, 2019, Hong Kong, 査読有 |
| 書誌情報 |
Proceedings of the International MultiConference of Engineers and Computer Scientists 2019 (IMECS 2019)
p. [141]-[146],
発行日 2019-03
|
| 出版者 |
|
|
出版者 |
The International Association of Engineers (IAENG) |
| ISSN |
|
|
収録物識別子タイプ |
ISSN |
|
収録物識別子 |
20780958|20780966 |
| ISBN |
|
|
|
識別子タイプ |
ISBN |
|
|
関連識別子 |
9789881404855 |
| フォーマット |
|
|
内容記述タイプ |
Other |
|
内容記述 |
application/pdf |
| 著者版フラグ |
|
|
出版タイプ |
VoR |
|
出版タイプResource |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
IMECS2019_141.pdf (1.7 MB)
