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Erschienen in: International Journal of Machine Learning and Cybernetics 1/2015

01.02.2015 | Original Article

Considering cross-cultural context in the automatic recognition of emotions

verfasst von: Maria Alejandra Quiros-Ramirez, Takehisa Onisawa

Erschienen in: International Journal of Machine Learning and Cybernetics | Ausgabe 1/2015

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Abstract

Automatic recognition of emotions remains an ongoing challenge and much effort is being invested towards developing a system to solve this problem. Although several systems have been proposed, there is still none that considers the cultural context for emotion recognition. It remains unclear whether emotions are universal or culturally specific. A study on how culture influences the recognition of emotions is presented. For this purpose, a multicultural corpus for cross-cultural emotion analysis is constructed. Subjects from three different cultures—American, Asian and European—are recruited. The corpus is segmented and annotated. To avoid language artifacts, the emotion recognition model considers facial expressions, head movements, body motions and dimensional emotions. Three training and testing paradigms are carried out to compare cultural effects: intra-cultural, cross-cultural and multicultural emotion recognition. Intra-cultural and multicultural emotion recognition paradigms raised the best recognition results; cross-cultural emotion recognition rates were lower. These results suggest that emotion expression varies by culture, representing a hint of emotion specificity.

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Metadaten
Titel
Considering cross-cultural context in the automatic recognition of emotions
verfasst von
Maria Alejandra Quiros-Ramirez
Takehisa Onisawa
Publikationsdatum
01.02.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Machine Learning and Cybernetics / Ausgabe 1/2015
Print ISSN: 1868-8071
Elektronische ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-013-0192-2

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