• Title/Summary/Keyword: 다중 감정 회귀

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Multi-Emotion Regression Model for Recognizing Inherent Emotions in Speech Data (음성 데이터의 내재된 감정인식을 위한 다중 감정 회귀 모델)

  • Moung Ho Yi;Myung Jin Lim;Ju Hyun Shin
    • Smart Media Journal
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    • v.12 no.9
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    • pp.81-88
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    • 2023
  • Recently, communication through online is increasing due to the spread of non-face-to-face services due to COVID-19. In non-face-to-face situations, the other person's opinions and emotions are recognized through modalities such as text, speech, and images. Currently, research on multimodal emotion recognition that combines various modalities is actively underway. Among them, emotion recognition using speech data is attracting attention as a means of understanding emotions through sound and language information, but most of the time, emotions are recognized using a single speech feature value. However, because a variety of emotions exist in a complex manner in a conversation, a method for recognizing multiple emotions is needed. Therefore, in this paper, we propose a multi-emotion regression model that extracts feature vectors after preprocessing speech data to recognize complex, inherent emotions and takes into account the passage of time.

A Study of the Influence of CRM Korean Restaurant Passengers Quality perceived by Emotional Response and Customer Behavior - Focus on the Mediating Effect of Customer Emotional Response - (프랜차이즈 한식당 이용객들이 인지하는 CRM 품질 특성이 고객 감정반응과 고객 행동의도 에 미치는 영향에 관한 연구)

  • Kim, Chan-Woo;Kim, Seong-Soo
    • Culinary science and hospitality research
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    • v.22 no.5
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    • pp.82-94
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    • 2016
  • This study on CRM oftKorean restaurant guests to test the emotional response and behavioral intention. Three kinds of variables(service quality, information quality, system quality) from Korean restaurant guests were set to test the CRM. Results of the multiple regression analysis revealed a positive significant relationship with respect to quality of service, quality information, and quality system with all customer emtional reaction. Second, the results also found that the three independent variables of quality of service (${\beta}=.104$, P<.01), information quality (${\beta}=.215$, P<.001), and system quality (${\beta}=.682$, P<001) had a significant positive effect on the dependent variable for customer behavior (+). Third, CRM quality of service, quality information, and quality of the restaurant system are shown to influence the behavior and it also showed that both the part-mediated effects.

A Study of Forecasting User Experience Design Model of Virtual Reality Bike (VR 자전거의 사용자 경험 설계 모델 예측에 관한 연구)

  • Cho, Jae-Hyung;Koo, Kyo-Chan;Han, Seung-Jo;Kim, Sun-Uk
    • Journal of Digital Convergence
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    • v.16 no.11
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    • pp.167-175
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    • 2018
  • By conducting multiple regression analysis, we analyzed the major independent factors affecting user convenience and emotional factors, and identified the important functional elements in the design of the VR device, so that the functional elements to be developed can be grasped in advance. As a result of the study, satisfaction of handling of VR bicycle and satisfaction of speed control by paddling were considered as the most important technical factors as independent factors which have the greatest influence on user convenience and emotional factor among technical satisfaction. Also, it is possible to increase the probabilities of successful design by setting a model that predicts user convenience and the emotional part from the technical factors.

Effects of Online Game Users' Need for Affect and Social Norms on their Attitude and Flow Experience (온라인 게임 이용자의 감정욕구와 사회규범 인식이 게임에 대한 태도 및 몰입에 미치는 영향)

  • Kang, Naewon
    • Journal of Korea Game Society
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    • v.20 no.4
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    • pp.21-32
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    • 2020
  • The study took online game users' need for affect (approach/avoidance) and social norms (subjective/descriptive) into account and examined how these variables affected their attitude (utilitarian/hedonic) toward online games and their flow experience. Results from the hierarchical multiple regression analysis showed that, game users' approach affect and subjective norm had significant impacts on their utilitarian attitude, while their approach/avoidance affect and subjective norm had on their hedonic attitude toward onine games. Plus, the avoidance affect, subjective norm, and utilitarian/hedonic attitudes of game users had significant impacts on their flow experience.

An Exploratory Study of Music in Mood Regulation (음악 사용 기분조절 방략에 대한 탐색적 연구)

  • Lee, Jung Yun;Kim, Minhee
    • Journal of Music and Human Behavior
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    • v.16 no.2
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    • pp.109-132
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    • 2019
  • This study aimed to investigate the relationship between music listening and mood regulation. The effects of personality traits, music education, and sex on music use for mood regulation were also examined. Participants were 529 undergraduate students who completed the Korean Music in Mood Regulation Scale, Interpersonal Personality Item Pool (IPIP), Positive Affect and Negative Affect Schedule, and a questionnaire on their music education. Correlation analysis, multiple regression analysis, and t tests were conducted to explore the relationship among the measured variables. The results showed that music listening was related to enhancement of positive mood but not improvement of negative mood. Participants who had received extracurricular music education were more likely to use music listening as a strategy to regulate their mood than were participants without music education. Women were more likely to use music for mood regulation than were men. The multiple regression results indicate that individuals who rated themselves highly on Agreeableness and Openness to Experience on the IPIP were more likely to listen to music for mood regulation. These findings stress that music listening can be an effective strategy for mood regulation, which is critical for one's emotional well-being. It also indicates that effective music use as a mood regulation strategy varies depending on one's personal characteristics and history of music education.

The Effects of Emotional Dissonance and Service Sabotage on Skin Experts Who Have Experienced Inappropriate Customer Behavior (피부전문가들이 경험한 고객 불량행동이 감정부조화 및 서비스 사보타주에 미치는 영향)

  • Sung, Young-Whan;Lee, Young-Jo
    • Journal of the Korean Applied Science and Technology
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    • v.38 no.6
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    • pp.1493-1501
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    • 2021
  • The purpose of this study is to investigate the effect of emotional dissonance and service sabotage on skin experts who have experienced inappropriate customer behavior. To achieve the purpose of the study. 383 skin experts in Seoul and Gyeonggi-do were selected as the subjects of the study. As for the analysis method, frequency analysis, factor analysis, reliability analysis, correlation analysis, and multiple regression analysis were performed, and the following research results were derived through such research procedures. Inappropriate customer behavior showed a positive (+) correlation with emotional dissonance, and emotional suppression of emotional dissonance affects service sabotage.

A Study on effects of emotional labor and emotional intelligence of dental hygienist on organizational effectiveness (치과위생사의 감정노동과 감성지능이 조직유효성에 미치는 영향 연구)

  • Kim, Young-Im
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.9
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    • pp.390-396
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    • 2019
  • This study was undertaken to analyze factors influencing the emotional labor and emotional intelligence of a dental hygienist on organizational effectiveness. The study was conducted between September 4, 2018 to December 7, 2018, enrolling a total of 233 dental hygienists living in the Jeollabuk-do province. The data were analyzed by independent t-test, one-way ANOVA, $Scheff{\acute{e}}$ test, Pearson's correlation coefficient, and stepwise multiple regression, using SPSS 18.0. The regression model obtained was F=138.917, P<0.05, with an explanatory percentage of 58.2. Emotional labor (${\beta}=0.608$) was determined to be the most influential variable among independent variables, and other factors affecting the organizational effectiveness of a dental hygienist include the highest level of education, career, and emotional intelligence. We conclude that in order to improve organizational effectiveness among dental hygienists, it is necessary to establish an effective plan for reducing emotional labor and promote emotional intelligence.

Mediating Effect of Reciprocity in the Relationship between Emotional Labor and Turnover Intension of Clinical Nurses (임상간호사의 감정노동과 이직의도: 호혜성의 매개효과)

  • Kim, Eun-A
    • Journal of the Korea Convergence Society
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    • v.12 no.3
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    • pp.287-295
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    • 2021
  • This study was conducted to determine the mediating effect of reciprocity in the relationship between emotional labor and turnover intention of clinical nurses. The subjects were nurses from hospitals with over 300 beds in G city, and 197 data were analyzed. Data were analyzed t-test, ANOVA, Pearson correlation analysis, and multiple regression analysis. As a result, the turnover intention showed a positive correlation with emotional labor and a negative correlation with reciprocity. The emotional labor showed a negative correlation with reciprocity. Reciprocity showed a partial mediating effect between emotional labor and turnover intention. The higher the emotional labor and the lower the sub-factors of reciprocity, the higher the intention to turnover. Therefore, although it is important to reduce emotional labor in order to reduce the intention of the organization to turn away from clinical nurses experiencing emotional labor, it suggests that efforts to improve reciprocity and to prepare management plan are important.

A Study of Physical Environment of Public Golf Course for Golf Popularization (골프 대중화를 위한 대중제 골프장의 물리적 환경에 관한 연구)

  • Kim, Young-Soo;Jang, Won-Yong
    • Journal of Korea Entertainment Industry Association
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    • v.13 no.8
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    • pp.447-456
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    • 2019
  • This study was to examine the physical environment of public golf course for golf popularization. More specifically, this study was try to analyze the effects of physical environment on customer emotional response, golf course's image and recommendation intention of public golf course. This study were analyzed by frequency analysis, exploratory factor analysis, reliability analysis, correlation and multiple regression analysis. The results were as follows. First, among the physical environmental variables of public golf course, facilities' convenience, cleanliness, and aesthetics had positive effects on customers' positive emotion. Second, among the physical environmental variables of public golf course, facilities' cleanliness had effects on customers' negative emotion. Third, physical environment of public golf course had positive effects on golf course's image. Fourth, physical environment of public golf course had positive effects on recommendation intention.

The Effect of Job stress related to COVID-19, Emotional labor and Empowerment on Retention intention of nurses working at a infectious disease-specialized hospital (일 감염병 전담병원 간호사의 COVID-19 관련 직무스트레스, 감정노동, 임파워먼트가 재직의도에 미치는 영향)

  • Kim, Haneul;Yang, Seung Ae
    • Journal of Internet of Things and Convergence
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    • v.8 no.6
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    • pp.35-47
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    • 2022
  • This study aims to identify the degree of job stress related to COVID-19, emotional labor, empowerment, and retention intention of nurses in hospitals dedicated to infectious diseases, and confirmed the effect of job stress related to COVID-19, emotional labor, and empowerment on retention intention. The data collection of this study was conducted from August 27, 2021 to September 17, 2021 through a structured questionnaire targeting 162 nurses at an infectious disease hospital in S city. The data were analyzed analyzed using frequency and percentage, mean and standard deviation, t-test, ANOVA, Pearson's Correlation Coefficient, and multiple linear regression using SPSS/WIN 25.0. As a result of analyzing differences according to general characteristics, retention intention showed a significant difference according to work department and work satisfaction. And as a result of analyzing the correlation between retention intention and COVID-19 related job stress, emotional labor, and empowerment, it showed a significant negative correlation (r=-0.215, p=0.006) with job stress related to COVID-19 and a significant positive correlation (r=0.343, p<0.001) with empowerment. As a result of multiple linear regression analysis, job satisfaction, job stress related to COVID-19, and empowerment were identified as significant variables affecting retention intention (F=23.751, p<0.001), and the explanatory power was 30.0%. Through the above results, we intend to provide basic data for strategic development for efficient nursing manpower management.