• Title/Summary/Keyword: 다중 감정인식

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Physiological Responses-Based Emotion Recognition Using Multi-Class SVM with RBF Kernel (RBF 커널과 다중 클래스 SVM을 이용한 생리적 반응 기반 감정 인식 기술)

  • Vanny, Makara;Ko, Kwang-Eun;Park, Seung-Min;Sim, Kwee-Bo
    • Journal of Institute of Control, Robotics and Systems
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    • v.19 no.4
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    • pp.364-371
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    • 2013
  • Emotion Recognition is one of the important part to develop in human-human and human computer interaction. In this paper, we have focused on the performance of multi-class SVM (Support Vector Machine) with Gaussian RFB (Radial Basis function) kernel, which has been used to solve the problem of emotion recognition from physiological signals and to improve the accuracy of emotion recognition. The experimental paradigm for data acquisition, visual-stimuli of IAPS (International Affective Picture System) are used to induce emotional states, such as fear, disgust, joy, and neutral for each subject. The raw signals of acquisited data are splitted in the trial from each session to pre-process the data. The mean value and standard deviation are employed to extract the data for feature extraction and preparing in the next step of classification. The experimental results are proving that the proposed approach of multi-class SVM with Gaussian RBF kernel with OVO (One-Versus-One) method provided the successful performance, accuracies of classification, which has been performed over these four emotions.

A study on the effect of emotional intelligence on adjustment to college life in first year nursing college students (간호학과 신입생의 정서지능이 대학생활적응에 미치는 영향)

  • Park, Hyun Tae
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.3
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    • pp.1576-1583
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    • 2014
  • This study was to investigate the relationship between emotional intelligence and adjustment of college life as well as the effect of emotional intelligence on adjustment of college life in first year nursing college students. The participants were 104 first year nursing college students. Data was collected from June 11 to 13, 2012 and analyzed using descriptive statistics, pearson correlation coefficients and multiple regression. The mean scores for emotional intelligence 3.59 and adjustment of college life 3.01 were above average. A significant and positive correlation was found between emotional intelligence and adjustment of college life. The emotional intelligence predicted adjustment of college life. The strongest predictor on adjustment of college life was emotional recognition and next predictors were in order of empathy and emotional expression among the sub-factors of emotional intelligence. The results of this study suggest that it needs to develop the program for improving the emotional intelligence for better adjustment of college life in college nursing students.

A study on speech disentanglement framework based on adversarial learning for speaker recognition (화자 인식을 위한 적대학습 기반 음성 분리 프레임워크에 대한 연구)

  • Kwon, Yoohwan;Chung, Soo-Whan;Kang, Hong-Goo
    • The Journal of the Acoustical Society of Korea
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    • v.39 no.5
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    • pp.447-453
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    • 2020
  • In this paper, we propose a system to extract effective speaker representations from a speech signal using a deep learning method. Based on the fact that speech signal contains identity unrelated information such as text content, emotion, background noise, and so on, we perform a training such that the extracted features only represent speaker-related information but do not represent speaker-unrelated information. Specifically, we propose an auto-encoder based disentanglement method that outputs both speaker-related and speaker-unrelated embeddings using effective loss functions. To further improve the reconstruction performance in the decoding process, we also introduce a discriminator popularly used in Generative Adversarial Network (GAN) structure. Since improving the decoding capability is helpful for preserving speaker information and disentanglement, it results in the improvement of speaker verification performance. Experimental results demonstrate the effectiveness of our proposed method by improving Equal Error Rate (EER) on benchmark dataset, Voxceleb1.

The Effect of Ego-resilience and Job Stress of Disabled Residential Institutions Rehabilitation Teacher on Job Satisfaction (장애인 거주시설 생활재활교사의 자아탄력성과 직무스트레스가 직무만족에 미치는 영향)

  • Lee, Byoungju;Kang, Heesook
    • The Korean Journal of Psychodrama
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    • v.21 no.2
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    • pp.41-56
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    • 2018
  • The purpose of this study is to investigate the effects of ego-resilience and job stress on job satisfaction of the rehabilitation teachers of residential facility for the disabilities. For this purpose, 193 questionnaires were collected and used for final analysis. Statistical techniques such as descriptive statistics, correlation analysis, and multiple regression analysis were used in the SPSS 23.0 statistical program. The results of the analysis are as follows; First, Levels of perception of ego-resilience and job satisfaction were higher than medium level, and job stress was lower than medium level. Second, Job satisfaction of the subjects were higher as the interpersonal relationship, were lower as the stress of personal role and daily work, relationship with facility and supervisor, and client relationship. These results suggest that ego-resilience and job stress are closely related to job satisfaction and that it is effective to increase ego-resilience and reduce job stress as a way to increase job satisfaction of rehabilitation teachers. Since rehabilitation teachers provide human services, they need support from peer counseling, education, and programs because their emotional exhaustion appears in interpersonal relations.

Predicting Kiosk Discontinuance (키오스크 이용 중단 의도에 영향을 미치는 요인)

  • Kim, Hyo-Jung
    • Journal of Digital Convergence
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    • v.20 no.3
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    • pp.191-200
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    • 2022
  • This study explores the discountinued use intention of kiosk, applying integration model with technology acceptance and theory of planned behavior. An online survey was conducted with 420 senior consumers aged 50-70. This research used SPSS 25.0 for descriptive, t-test, correlation, and regression analysis. Theses results are as follows. First, perceived usefulness, perceived control and satisfaction were higher among male group than female group. Second, perceived usefulness, affective inertia and behavior inertia were significantly influenced the discountined use intention of kiosk in male group. Third, perceived control, behavior inertia and cognitive inertia were significantly influenced the discountined use intention of kiosk in female group. These results enhance understanding of seniors' attitude and negative response to kiosk.

The effect of Emotional Leadership of Dental Hygienist on job satisfaction (치과위생사의 감성리더십이 직무만족에 미치는 영향)

  • Lee, Hye-Kyung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.12
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    • pp.708-714
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    • 2019
  • This study investigated the effect of emotional leadership on the job satisfaction of dental hygienists. Therefore, we tried to determine a way to improve job satisfaction through emotional leadership, which is one of the skills that dental hygienists should have. The study subjects were 237 dental hygienists working in dental clinics in Jeollabuk-do from April 16, 2018 to April 28, 2018. The data was analyzed using the SPSS 12.0 program. The following results were obtained. The emotional leadership of the subjects was lowest for leadership ability (3.15), and the average job satisfaction was 3.43. Salary levels were low, ranging from 2.49 to 2.98. The final academic achievement and dental career had significant influences on emotional leadership (p<0.05). Marital status, self-cognition ability, self-management ability, and relationship management ability influenced the subjects' job satisfaction. The explanatory power of the multiple regression model was 26.5% and the validity of the model was statistically significant (p<0.05). Based on the above results, it was determined that self-recognition ability, self-management ability and relationship management ability of emotional leadership are all highly related to the job satisfaction of dental hygienists. Thus, emotional leadership of dental hygienists can be strengthened to enhance empathy, understanding and management of others' feelings. Therefore, institutional support should be provided for developing an emotional leadership program based on education and training.

The Effects on Internal Marketing, Social Exchange Relations and Personal Characteristic of Business Accomplishment in Self-Support Center Employee -Mediated Effects of Organizational Immersion- (지역자활센터 종사자의 내부마케팅, 사회적 교환관계, 개인특성이 사업성과에 미치는 영향에 대한 연구 -조직몰입 매개효과-)

  • Kim, Woon-Ki;Jung, Min-Suk
    • The Journal of the Korea Contents Association
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    • v.13 no.2
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    • pp.263-276
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    • 2013
  • The research analyzed to verify that self-support center employee's internal marketing, social exchange relation and personal characteristic effect on self-support program which is essential to provide job and to progress self-support ability for workable low-income group. The research used questionnaires of 156 substances to analyze in self-support center employee within Gwang-Ju area. The questionnaire was analyzed using statistical package for the social sciences(SPSS) program and it used factor analysis, reliability analysis and especially hierarchical regression multiple analysis for hypothesis test. The result of research that self-support center employee's education, training, delegation of authority and job efficacy effect on maximize business result through mediated effect of emotional immersion. Therefore, the research proposes improvement of self-support center employee's education, training, delegation of authority and job efficacy.

A Study on the Personality Structure of Characters in the Spiriting Away of Sen and Chihiro (<센과 치히로의 행방불명>에 나타난 캐릭터 성격구조의 이해)

  • Yang Se-Hyeok;Choa Eun-Jung
    • The Journal of the Korea Contents Association
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    • v.5 no.2
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    • pp.123-136
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    • 2005
  • The personality structure of animation characters is revealed as the characters' roles and behavioral patterns in the drama work as elements of sympathy with the audience. Therefore, character creation is not simply limited to the invention of outward appearance. It must start from understanding the importance of personality structure that leads the plot. Thus the present study examined various personality structures retained in characters, centering on The Spiriting Away Of Sen And Chihiro by director Hayao Miyazaki, who has created unique characters. As parts of this research, first, the general characteristics of animation characters were defined. Second, personality types were examined from Carl G. Jung's psychological viewpoint. Analysis was made by connecting the method of classifying personality types based on the multiplicity of personality, namely, 'extroversion and introversion, intuition and sense, thinking and feeling, and judgment and understanding' to the method of classification based on the organic relations among roles in the drama, namely,'victim, persecutor and savior'. Lastly, the research viewpoint derived from the analysis of characters in The Spiriting Away Of Sen And Chihiro was applied. The present study defined the general characteristic revealed by the personality types of characters and their organic relations as 'the personality structure of characters' and documented data. In addition, this study is regarded as meaning in that it suggested an example of the effective creation of animation characters that win the sympathy of the audience.

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Relationships between Eating Behavior, Dietary Self-Efficacy, and Nutrition Knowledge of Elementary School Students by Food Service Type in Gangwon Province (강원지역 초등학생들의 급식유형(도시형, 농어촌형 및 도서벽지형) 별식행동과 식이자기효능감 및 영양지식과의 관계)

  • Won, Hyang-Rye;Shin, Gi-Beum
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.41 no.5
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    • pp.638-646
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    • 2012
  • The purpose of this study was to find a relationship between eating behavior, dietary self-efficacy and nutrition knowledge by comparing these items in elementary school students according to food service type. The survey was made through a questionnaire from 759 students in the 6th grade of elementary school in 39 Gangwon Province. The average score of eating behaviors according to food service type was highest for urban type, followed by agri-fishery type, and finally remote island and country type, for the questions asking about the application of nutrition knowledge and the frequency of eating out. The average score of nutrition knowledge according to food service type showed significant differences for the questions about eating snacks before going to sleep and weight increase as well as calorie comparisons between foods. For the correlation of eating behavior, dietary self-efficacy and nutrition knowledge, the agri-fishery type showed positive in all of the three items with significant differences. In the remote island and country type, there was a positive relationship between nutrition knowledge and dietary self-efficacy, and between eating behavior and dietary self-efficacy. However, there was no significant difference of correlation between nutrition knowledge and eating behavior. In order to confirm the predictable variables for eating behavior, a regression analysis was made by injecting variables in every stage with independent variables of dietary self-efficacy and nutrition knowledge, which showed a significant relationship with eating behavior. The results showed that, in the urban type, dietary self-efficacy and nutrition knowledge affected the eating behavior and, in the agriculture type and the remote island and country type, only dietary self-efficacy affected the eating behavior.