• Title/Summary/Keyword: 감정인

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Stress Detection System for Emotional Labor Based On Deep Learning Facial Expression Recognition (감정노동자를 위한 딥러닝 기반의 스트레스 감지시스템의 설계)

  • Og, Yu-Seon;Cho, Woo-hyun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.10a
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    • pp.613-617
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    • 2021
  • According to the growth of the service industry, stresses from emotional labor workers have been emerging as a social problem, thereby so-called the Emotional Labor Protection Act was implemented in 2018. However, insufficient substantial protection systems for emotional workers emphasizes the necessity of a digital stress management system. Thus, in this paper, we suggest a stress detection system for customer service representatives based on deep learning facial expression recognition. This system consists of a real-time face detection module, an emotion classification FER module that deep-learned big data including Korean emotion images, and a monitoring module that only visualizes stress levels. We designed the system to aim to monitor stress and prevent mental illness in emotional workers.

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Multi-Modal based ViT Model for Video Data Emotion Classification (영상 데이터 감정 분류를 위한 멀티 모달 기반의 ViT 모델)

  • Yerim Kim;Dong-Gyu Lee;Seo-Yeong Ahn;Jee-Hyun Kim
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.01a
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    • pp.9-12
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    • 2023
  • 최근 영상 콘텐츠를 통해 영상물의 메시지뿐 아니라 메시지의 형식을 통해 전달된 감정이 시청하는 사람의 심리 상태에 영향을 주고 있다. 이에 따라, 영상 콘텐츠의 감정을 분류하는 연구가 활발히 진행되고 있고 본 논문에서는 대중적인 영상 스트리밍 플랫폼 중 하나인 유튜브 영상을 7가지의 감정 카테고리로 분류하는 여러 개의 영상 데이터 중 각 영상 데이터에서 오디오와 이미지 데이터를 각각 추출하여 학습에 이용하는 멀티 모달 방식 기반의 영상 감정 분류 모델을 제안한다. 사전 학습된 VGG(Visual Geometry Group)모델과 ViT(Vision Transformer) 모델을 오디오 분류 모델과 이미지 분류 모델에 이용하여 학습하고 본 논문에서 제안하는 병합 방법을 이용하여 병합 후 비교하였다. 본 논문에서는 기존 영상 데이터 감정 분류 방식과 다르게 영상 속에서 화자를 인식하지 않고 감정을 분류하여 최고 48%의 정확도를 얻었다.

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Relationship among Emotional Labor, Job Stress and Job Performance in Social Workers (사회복지사의 감정노동과 직무스트레스 및 직무성과의 관계)

  • Eu, Heung-Sun;Lee, Jong-Sook
    • Journal of Digital Convergence
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    • v.18 no.6
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    • pp.501-511
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    • 2020
  • This study examined the relationship between emotional labor, job stress and job performance for 226 social workers. The main results are as follows. First, the degree of attention to emotion expression, a sub-concept of emotional labor, had a positive effect on role conflict, a sub-concept of job stress, and emotional disharmony had a positive effect on role overload and role conflict. Second, attention level, emotional disharmony, and frequency of emotional labor, which are sub-concepts of emotional labor, did not have a statistically significant effect on both job performance and sub-concepts, role conflict, role conflict, and job ambiguity. Third, role overload and role conflict, which are sub-concepts of job stress, have a statistically significant negative impact on both in-role performance and out of role performance.

Nationalism and Globalization Tendency in Sport Emotion of Korean : Focusing on 2016 Brazil Olympic Games (한국인의 스포츠 감정에 내재된 민족주의와 세계화 성향 : 2016년 브라질 하계 올림픽을 중심으로)

  • Lee, Jong-Kil;Lee, Kong-Joo;Yang, Jae-Sik
    • Journal of Digital Convergence
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    • v.16 no.8
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    • pp.341-349
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    • 2018
  • This study aimed to investigate the tendency of nationalism and globalization of Korean by analyzing their emotions in sport phase. The SNS comments of newspaper articles on 2016 Brazil Olympics were selected and used to analyze types of nationalism with its emotional texts. The results were as followings; First, the words which showed nationalistic tendency represented each sport phase. Second, Korean showed strong resistant nationalism when their historical background was stimulated by the situation. Third, the most dominant type of Korean's nationalism in sport emotion was the closed. This study could be valued with the empirical approach on the sport emotion and nationalism tendency of Korean.

Convergent relationship between emotional labor, burnout, Job satisfaction and turnover intention in the dental hygienists (일부 치과위생사들의 감정노동, 소진, 직무만족 및 이직의도의 융합 연구)

  • Kang, Mi-Hyun;Jang, Sun-Ju
    • Journal of the Korea Convergence Society
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    • v.8 no.8
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    • pp.95-103
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    • 2017
  • The purpose of this study is to analyze the changes in job satisfaction and turnover intention according to the level of Emotional labor and the mediating effect in dental hygienists. The survey was performed from April, 2016 to November, 2016 against 300 dental sanitarian working in Daejeon and Daegu district and a total of 292 people's data was made an object for final analysis. As a result of it, the emotional labor and exhaustion showed positive relationship and thus as the emotional labor is high, exhaustion was high(P<0.1), and the job satisfaction was negative and thus as the emotional labor is low, the job satisfaction was high(P<0.1) Also, the emotional labor in the turnover intention was positively related and thus as the emotional labor is high, the turnover intention was high(P<0.5). Thus, a scheme to lower the job stress and the exhaustion experience degree and increase the compensation and welfare benefits in order to solve the emotional labor of the dental sanitarian.

The Effects of Service Experience on Service Loyalty in Resort Service Setting: Causal Role of Corporate Image, Service Trust and Affective Commitment (리조트 서비스경험이 서비스충성도에 미치는 영향: 기업이미지, 서비스신뢰 및 감정적 몰입의 인과적 역할)

  • Choi, Chul-Jae
    • The Journal of the Korea Contents Association
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    • v.17 no.3
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    • pp.382-399
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    • 2017
  • The purpose of this study is to identify the structural relationship between service experience, corporate image, service trust, affective commitment and service loyalty in leisure service environment, and explain the causal role of corporate image, service trust and affective commitment. To this end, hypothesis was verified by structural equation model analysis using SPSS 23.0 and AMOS 20.0 statistical package. The result of the study as follows: First, service experience influenced corporate image and service trust but not affective commitment. Second, corporate image influenced service trust and service loyalty but not affective commitment. Third, service trust influenced affective commitment and service loyalty, Finally, affective commitment affected service loyalty. Therefore, service providers should raise corporate image and build the service loyalty by following the user to experience excellent service in a cognitive and affective aspects. Also, by motivating the customer to have affective commitment to the service trust, You need to plan and implement a marketing strategy that can increase loyalty.

Effect of Color Overlay on Reading Comprehension Depending on Emotional State (감정 상태에 따라 색 오버레이가 언어 인지 기능에 미치는 영향)

  • Park, Yoon;Yang, Janghoon
    • The Journal of the Korea Contents Association
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    • v.16 no.2
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    • pp.332-343
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    • 2016
  • With the advance of digital technology, new methods which acquire color information and combine it with various contents are emerging. Color has some effect on emotion while it gives some information as component of an image. In addition, change in emotion and sensation from color stimulus makes some change in cognition. This research investigate the effect of color overlay on cognition depending on emotional state. With this goal, subjects consisting of 10 men and 10 women solved some problems with color overlay of red, orange, and green after watching short video clips which intend to induce target emotion. Experimental results show that red color overlay under positive emotion significantly reduces the average score of solving problems, while green overlay under negative emotion significantly increases it. It is also analyzed that there is not statistically significant difference in cognitive function with color overlay while it is significantly better under positive emotion than negative emotion without color overlay.

The Influence of Information Search on Festival Image, Emotional Response and re-visit Intention (매체별 정보탐색이 축제의 이미지, 감정반응 및 재방문의도에 미치는 영향)

  • Kim, Ju-Yeon;Choi, Hyun-Joo;Ahn, Kyung-mo
    • The Journal of the Korea Contents Association
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    • v.16 no.2
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    • pp.82-95
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    • 2016
  • This research has analyzed the influence of information search on festival image, emotional response, re-visit intention and intention to share information. Image of festival was assumed to be composed of three components of cognitive, affective and unique image. Emotional response was divided into positive and negative emotion. As the results of influence analysis, word of mouth-effect and online media such as SNS had a significant effect on unique image of the festival. whereas official homepage showed a significant impact on cognitive image. Among three factors of image, affective image had a great influence on positive emotion. as three image factors are associated with positive emotion. Also, Affective emotion was analyzed to have significant influence on re-visit intention and intention to share information.

Impact on the Degree of Labor turnover of Professional Self-concept and Emotional labor: A Case of Female Children's Hospital Nurses (전문직 자아개념과 감정노동의 이직의도에 미치는 영향: 여성아동병원 간호사 사례를 중심으로)

  • Shin, Seon-Hui;Choi, Hyul-Ra;Kim, Seon-Myung
    • The Journal of the Korea Contents Association
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    • v.16 no.5
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    • pp.375-383
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    • 2016
  • The purpose of this study is to consider the impact on the degree of turnover of the professional self-concept and the emotional labor. This study were subjected to empirical analysis on female children's hospital nurses. The results of the analysis, only emotional labor and task satisfaction among the components of the professional self-concept became statistically significant results. The relationship between professional pride and task satisfaction have a significant effect on turnover. The relationship only of surface acting and turnover between those of emotional labor and turnover became significant. Based on the research results, it should be preferred to nurse specialists in the women's hospital, in order to lower the turnover of nurses. Management strategies of the organization should be sought to improve operational feeling of satisfaction, and Also the approach should be applied to ease the negativity of surface acting.

Recognition of the emotional state through the EEG (뇌파를 통한 감정 상태 인식에 관한 연구)

  • Ji, Hoon;Lee, Chung-heon;Park, Mun-Kyu;An, Young-jun;Lee, Dong-hoon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.05a
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    • pp.958-961
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    • 2015
  • Emotional expression is universal and emotional state impacts important areas in our life. Until now, analyzing the acquired EEG signals under circumstances caused by invoked feelings and efforts to define their emotional state have been made mainly by psychologists based on the results. But, recently emotion-related information was released by research results that it is possible to identify mental activity through measuring and analyzing the brain EEG signals. So, this study has compared and analyzed emotional expressions of human by using brain waves. To get EEG difference for a particular emotion, we showed specific subject images to the people for changing emotions that peace, joy, sadness and stress, etc. After measured EEG signals were converged into frequence domain by FFT signal process, we have showed EEG changes in emotion as a result of the performance analyzing each respective power spectrum of delta, theta, alpha, beta and gamma waves.

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