Emotional State Transition Model Based on Stimulus and Personality Characteristics

In order to use mathematical methods to study how cognitive reappraisal strategies affect the output state of emotions, Gross's cognitive reappraisal strategy is transformed into a quantitative parameter which is proposed to describe the general perception of emotional events on the basis of the emo...

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Published inChina communications Vol. 10; no. 6; pp. 146 - 155
Main Authors Xiaolan, Peng, Lun, Xie, Xin, Liu, Zhiliang, Wang
Format Journal Article
LanguageChinese
English
Published China Communications Magazine Co. Ltd 01.06.2013
School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China
Beijing Key Laboratory of Knowledge Engineering for Materials Science, Beijing 100083, China%Beijing Key Laboratory of Knowledge Engineering for Materials Science, Beijing 100083, China
School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, China
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Abstract In order to use mathematical methods to study how cognitive reappraisal strategies affect the output state of emotions, Gross's cognitive reappraisal strategy is transformed into a quantitative parameter which is proposed to describe the general perception of emotional events on the basis of the emotion regulation. According to Gross's emotional regulation model, the Finite State Machine (FSM) model is used for describing the process of emotional state transition and the Likert 5 grading scale is introduced to study the level of an individual's reappraisal according to the participant's self-evaluation. The experimental results verify that the algorithm can effectively describe the relationship between the reappraisal strategy, emotional events and an emotiongenerative process. There are multiple dimensions of a human's emotional state. Thus, in the field of human-computer interaction, further research requires the development of a specific algorithm which can be implemented by a computer for the emotion regulation process.
AbstractList In order to use mathematical methods to study how cognitive reappraisal strategies affect the output state of emotions, Gross's cognitive reappraisal strategy is transformed into a quantitative parameter which is proposed to describe the general perception of emotional events on the basis of the emotion regulation. According to Gross's emotional regulation model, the Finite State Machine (FSM) model is used for describing the process of emotional state transition and the Likert 5 grading scale is introduced to study the level of an individual's reappraisal according to the participant's self-evaluation. The experimental results verify that the algorithm can effectively describe the relationship between the reappraisal strategy, emotional events and an emotiongenerative process. There are multiple dimensions of a human's emotional state. Thus, in the field of human-computer interaction, further research requires the development of a specific algorithm which can be implemented by a computer for the emotion regulation process.
In order to use mathematical methods to study how cognitive reappraisal strategies affect the output state of emotions, Gross's cognitive reappraisal strategy is transformed into a quantitative parameter which is proposed to describe the general perception of emotional events on the basis of the emotion regulation. According to Gross's emotional regulation model, the Finite State Machine (FSM) model is used for describing the process of emotional state transition and the Likert 5 grading scale is introduced to study the level of an individual's reappraisal according to the participant's self-evaluation. The experimental results verify that the algorithm can effectively describe the relationship between the reappraisal strategy, emotional events and an emotiongenerative process. There are multiple dimensions of a human's emotional state. Thus, in the field of human-computer interaction, further research requires the development of a specific algorithm which can be implemented by a computer for the emotion regulation process.
Author PENG Xiaolan XIE Lun LIU Xin WANG Zhiliang
AuthorAffiliation School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China Beijing Key Laboratory of Knowledge Engineering for Materials Science, Beijing 100083, China School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, China
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conversion matrix
reappraisal
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Notes In order to use mathematical methods to study how cognitive reappraisal strategies affect the output state of emotions, Gross's cognitive reappraisal strategy is transformed into a quantitative parameter which is proposed to describe the general perception of emotional events on the basis of the emotion regulation. According to Gross's emotional regulation model, the Finite State Machine (FSM) model is used for describing the process of emotional state transition and the Likert 5 grading scale is introduced to study the level of an individual's reappraisal according to the participant's self-evaluation. The experimental results verify that the algorithm can effectively describe the relationship between the reappraisal strategy, emotional events and an emotiongenerative process. There are multiple dimensions of a human's emotional state. Thus, in the field of human-computer interaction, further research requires the development of a specific algorithm which can be implemented by a computer for the emotion regulation process.
emotion regulation; reappraisal;emotional events; conversion matrix
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School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China
Beijing Key Laboratory of Knowledge Engineering for Materials Science, Beijing 100083, China%Beijing Key Laboratory of Knowledge Engineering for Materials Science, Beijing 100083, China
School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, China
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Snippet In order to use mathematical methods to study how cognitive reappraisal strategies affect the output state of emotions, Gross's cognitive reappraisal strategy...
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SubjectTerms Automata
Computational modeling
Computers
conversion matrix
Emotion recognition
emotion regulation
emotional events
Hidden Markov models
Mathematical model
reappraisal
人格特征
情感
情绪状态
情绪调节
激励
状态转移模型
评估策略
输出状态
Title Emotional State Transition Model Based on Stimulus and Personality Characteristics
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