Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis.

The construction direction of Japanese teaching evaluation system based on hybrid teaching mode is to give full feedback to teaching process, diversify evaluation subjects and evaluation methods, and obtain comprehensive and objective evaluation results. Compared with most similar studies, more EEG...

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Published in:Occupational Therapy International pp. 1 - 12
Main Author: Dong, Jie
Format: algorithm equations & formulas pictorial research tables/charts Journal Article
Published: Wiley-Blackwell 6/29/2022
Online Access:View this record in EBSCOhost
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      jtl: Occupational Therapy International
      issn: 09667903
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      dt: 6/29/2022
      pid: 480
      pub: Wiley-Blackwell
      place: Malden, Massachusetts
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        157708924
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        10.1155/2022/2593338
        157708924
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        atl: Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis.
      aug:
        au: Dong, Jie
        affil: School of Foreign Languages Studies, Wenzhou Medical University, Wenzhou, Zhejiang 325035, China
      sug:
        subj:
          Teachers Psychosocial Factors
          Stress, Psychological
          Electroencephalography
          Japan
          Human
          Algorithms
          Random Forest
          Emotional Intelligence
          Psychotherapy
          Interviews
          Adult
          Middle Age
          T-Tests
          Data Analysis Software
          ROC Curve
          Adult: 19-44 years
          Middle Aged: 45-64 years
      ab: The construction direction of Japanese teaching evaluation system based on hybrid teaching mode is to give full feedback to teaching process, diversify evaluation subjects and evaluation methods, and obtain comprehensive and objective evaluation results. Compared with most similar studies, more EEG data of teachers' emotional stress relief and healthy people in Japanese teaching process were collected, and a large number of features were extracted. An experiment of teachers' emotional stress relief recognition in Japanese teaching process based on EEG signal was designed. The feature selection algorithm was used to screen the EEG feature combinations of teachers' emotional stress relief and healthy subjects, and the classification experiment was carried out to verify the difference. Finally, this paper uses the feature selection algorithm of tree model and the random forest model classifier to establish the recognition model of teachers' emotional stress discharge in Japanese teaching process based on EEG signals and achieves the effect of more accurate recognition of teachers' emotional stress discharge in Japanese teaching process. First, the connotation, value, and influencing factors of teachers' emotion management ability are logically integrated and systematically expounded. Second, based on emotional psychology, emotional intelligence theory, psychotherapy theory, and management theory, teachers' emotional management ability is constructed according to the three-dimensional structure theory of intelligence and information processing theory. It is constructed from three dimensions: object dimension (teachers themselves, students, and students), content dimension (positive and negative emotions), and operational dimension (emotional perception, emotional understanding, emotional expression, and emotional regulation).
      pubtype: Academic Journal
      doctype:
        algorithm
        equations & formulas
        pictorial
        research
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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