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A Novel Method for Modeling Emotional Dimensions using Expansion of Russell's Model
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러셀 모델의 확장을 통한 감정차원 모델링 방법 연구

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Type
Academic journal
Author
Journal
한국감성과학회 감성과학 감성과학 제20권 제1호 KCI Accredited Journals
Published
2017.1
Pages
75 - 82 (8page)

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A Novel Method for Modeling Emotional Dimensions using Expansion of Russell's Model
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Abstract· Keywords

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We propose a novel method for modeling emotional dimensions using expansion of Russell's (1980) emotional dimensions (Circumplex Model). The Circumplex Model represents emotional words in two axes (Arousal, Valence). However, other researchers have insisted that location of word in Russell’s model which is expressed by single point could not represent exact position. Consequently, it is difficult to apply this model in engineering fields (such as Science of Emotion & Sensibility, Human-Computer-Interaction, Ergonomics, etc.). Therefore, we propose a new modeling method which expresses emotional word not as a single point but as a region. We conducted survey to obtain actual data and derived equations using ellipse formula to represent emotional region. Furthermore, we applied ANEW and IAPS which are commonly used in many studies to our emotional model using pattern recognition algorithm. Using our method, we could solve problems with Russell's model and our model is easily applicable to the field of engineering.
#사용자 감성 측정 #감정인식 #감정차원 #감성과학 #Measuring User's Emotions #Emotion Recognition #Emotional Dimension #Ergonomics

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References (16)

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Bradley, M. M. / 1994 / Measuring emotion:the self-assessment manikin and the semantic differential / Journal of Behavior Therapy and Experimental Psychiatry 25 (1) : 49 ~ 59 google schola Bradley, M. M. / 1999 / Affective norms for english words(ANEW): affective ratings of words and instruction manual, instruction manual and affective ratings google schola Cacioppo, J. T. / 1994 / Relationship between attitudes and evaluative space : a critical review, with emphasis on the separability of positive and negative substrates / Psyc google schola Kim, J. H. / 2008 / Emotion recognition based on physiological changes in music listening / IEEE Transactions on Pattern Analysis and Machine Intelligence 30 (12) : 2067 ~ 20 google schola Kim, J. K. / 1998 / Validating the stability of two-dimensional structure of emotion / Korean Journal of the Science for Emotion & Sensibility 2 (1) : 43 ~ 52 google schola

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