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 in | China communications Vol. 10; no. 6; pp. 146 - 155 |
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Main Authors | , , , |
Format | Journal Article |
Language | Chinese 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. |
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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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Author_xml | – sequence: 1 givenname: Peng surname: Xiaolan fullname: Xiaolan, Peng – sequence: 2 givenname: Xie surname: Lun fullname: Lun, Xie – sequence: 3 givenname: Liu surname: Xin fullname: Xin, Liu – sequence: 4 givenname: Wang surname: Zhiliang fullname: Zhiliang, Wang |
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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 11-5439/TN |
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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... 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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