4.7 Article

A Multidimensional Culturally Adapted Representation of Emotions for Affective Computational Simulation and Recognition

期刊

IEEE TRANSACTIONS ON AFFECTIVE COMPUTING
卷 14, 期 1, 页码 761-772

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TAFFC.2020.3030586

关键词

Computational modeling; Adaptation models; Brain modeling; Emotion recognition; Proposals; Fuzzy logic; Mood; Affective computing; individual and cultural differences; modeling human emotion

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One of the main challenges in affective computing is how to represent the inherent information of emotions. The terms used to name emotions depend on culture and language. This article proposes an experiment-based method to represent and adapt emotion terms in different cultural environments. Circular boxplots are used to analyze the distribution of emotions in the Pleasure-Arousal space. A new cross-cultural representation model of emotions is defined based on the analysis results, in which each emotion term is assigned to an area in the Pleasure-Arousal space. Emotions are represented by vectors where the direction indicates the type and the magnitude indicates the intensity.
One of the main challenges in affective computing is the development of models to represent the information that is inherent to emotions. It is necessary to consider that the terms used by humans to name emotions depend on the culture and language used. This article presents an experiment-based method to represent and adapt emotion terms to different cultural environments. We propose using circular boxplots to analyze the distribution of emotions in the Pleasure-Arousal space. From the results of this analysis, we define a new cross-cultural representation model of emotions in which each emotion term is assigned to an area in the Pleasure-Arousal space. An emotion is represented by a vector in which the direction indicates the type, and the module indicates the intensity of the emotion. We propose two methods based on fuzzy logic to represent and express emotions: the emotion representation process in which the term associated with the recognized emotion is defuzzified and projected as a vector in the Pleasure-Arousal space; and the emotion expression process in which a fuzzification of the vector is produced, generating a fuzzy emotion term that is adapted to the culture and language in which the emotion will be used.

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