Contextual affect analysis : a system for verification of emotion appropriateness supported with Contextual Valence Shifters

Ptaszynski, Michal; Dybala, Pawel; Shi, Wenhan et al.

International Journal of Biometrics, 2010, 2(2), 134-154

Permalink : https://hdl.handle.net/2115/47138

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アクセス権
open access
URI
https://hdl.handle.net/2115/47138
タイトル
Contextual affect analysis : a system for verification of emotion appropriateness supported with Contextual Valence Shifters
著者
Ptaszynski, Michal ; Dybala, Pawel ; Shi, Wenhan ; Rzepka, Rafal ; Araki, Kenji
著者名
Ptaszynski, Michal
著者名
Dybala, Pawel
著者名
Shi, Wenhan
著者名
Rzepka, Rafal
e-Rad_Researcher
50202742
著者名
Araki, Kenji
言語
英語
キーワード
affect analysis
contextual appropriateness
web-mining
CVS
contextual valence shifters
発行日
2010
出版者
Inderscience Publishers
収録物名
International Journal of Biometrics
巻(号)
2(2)
ページ
134-154
抄録
This paper presents a novel method for estimating speaker's affective states based on two contextual features: valence shifters and appropriateness. Firstly, a system for affect analysis is used to recognise specific types of emotions. We improve the baseline system with the analysis of Contextual Valence Shifters (CVS), which determine the semantic orientation of emotive expressions. Secondly, a web mining technique is used to verify the appropriateness of the recognised emotions for the particular context. Verification of contextual appropriateness of emotions is the next step towards implementation of Emotional Intelligence Framework in machines. The proposed method is evaluated using two conversational agents.
資源タイプ
学術雑誌論文
出版タイプ
Version of Record
PISSN
1755-8301
EISSN
1755-831X
関連情報 (isIdenticalTo)
出版社版DOI
https://doi.org/10.1504/IJBM.2010.031793