• Title/Summary/Keyword: 부트

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Verification of the Mediation Effect of Creativity in the Relationship between the Core Competencies of Lifelong Educators and the Life Competencies of Adult Learners (평생교육자의 핵심역량과 성인학습자 생애능력의 관계에서 창의성에 대한 매개효과 검증)

  • Kim, Eun Im
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.5
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    • pp.180-190
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    • 2019
  • This study aims to investigate the mediation effect of creativity in the relationship between the core competencies of lifelong educators and the life competencies of adult learners. A survey was conducted for adults participating in the lifelong education programs in lifelong education institutes in Gyeonggi-do. Consequently, a toows. First, among the life competencies of adult learners, the problem solving ability showed the highest correlations with the planning, action, and support competencies, which are the sub-factors of the core cotal of 520 questionnaires were used for research analysis. The main findings of this study are as follmpetencies of lifelong educators. Among the creativity factors of adult learners, unique flexibility showed high correlations with the life competencies of adult learners. Second, the core competencies and creativity of lifelong educators had a 74.6% effect on the life competencies of adult learners. Among them, creativity was a variable that had a greater effect on the life competencies of adult leaners than on the core competencies of lifelong educators. Third, the mediation effect of creativity in the relationship between the core competencies of lifelong educators and the life competencies of adult learners was verified. The results of this study proved that the creativity of adult learners is an important variable for improving life competencies and that qualitative improvement through the core competencies of lifelong educators is required.

Effects of University Students' Covert Narcissism on Their Interpersonal Relationship Skills: Mediated Effects of Adult Attachment (대학생의 내현적자기애가 대인관계능력에 미치는 영향: 성인애착의 매개효과를 중심으로)

  • Jin, I Ju
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.1
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    • pp.237-250
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    • 2021
  • This study reviewed the interpersonal relationship skill of university students who have the higher tendency of covert narcissism by adult attachment that is negative emotion among internal psychological states and to verify the mediated effect on adult attachment in the relationship between covert narcissism and interpersonal relationship skill so as to relieve their interpersonal problems. The study subjects included 447 university students in Seoul and Gyeonggi Province, and survey research was conducted from July 6 to 31, 2020. Data analysis was performed using SPSS 23.0 and AMOS 23.0. Study results are as follows. First, covert narcissism of university students was shown to negatively affect interpersonal relationship skills. Second, covert narcissism of university students was shown to positively affect adult attachment. Third, adult attachment of university students was shown to negatively affect interpersonal relationship skills. Fourth, the significant mediated effect of adult attachment was found in the relationship between covert narcissism of university students and their interpersonal relationship skill. The study results imply that it is necessary to assist university students who are not good at developing interpersonal relationships to enhance their attachment level together with efforts to change covert narcissism.

The Effect of Parenting Stress on Infants' Social Competence: Mediating Effect of Parents' Self-Esteem (부모 양육 스트레스가 유아의 사회적 유능성에 미치는 영향: 부모의 자아존중감의 매개효과)

  • Jeong, Yeong Mi
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.4
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    • pp.181-186
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    • 2022
  • This study examines the effect of parenting stress on children's social competence in relation to parenting stress, children's social competence, and parents' self-esteem, The purpose of this study is to investigate whether parental self-esteem mediates the relationship between parenting stress and children's social competence. Frequency analysis and descriptive statistical analysis were performed on the data of the 7th year of 2014 Panel Study of Korean Children(PSKC), and Pearson's moment correlation coefficient was calculated for correlation analysis between variables. In addition, in order to verify the mediating effect of parental self-esteem in the relationship between parenting stress and the child's social competence, Process Macro Model 4 was applied to verify the mediating effect, The significance of the indirect effect was verified by the bootstrapping method. As a result of this study, first, the correlations between all latent variables showed significant correlations. Second, it was confirmed that mother and father self-esteem had a mediating effect in the effect of father and mother's stress on infants' social competence. These results suggest that in order to improve children's social competence, parents should be able to increase their self-esteem so that they can have faith and confidence in themselves and control their emotions well in parenting stressful situations.

Relation between depression and dietary practice among middle-aged women: mediating effect of emotional eating (중년여성의 우울증과 식생활 실천과의 관계: 정서적 섭식의 매개효과)

  • Dayeon Jang;Seunghee Kye
    • Journal of Nutrition and Health
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    • v.56 no.1
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    • pp.86-96
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    • 2023
  • Purpose: This study analyzes the association between depression, emotional eating, and dietary practices, and investigates the mediating effects of emotional eating between depression and dietary practice. Methods: A total of 345 women aged 40-59 years participated in the Seoul and Gyeonggido region. Assessments were achieved by self-reported questionnaires for emotional eating (Dutch Eating Behavior Questionnaire), Nutrition Quotients (NQ), and depression (Patient Health Questionnaire-9). Results: Analyzing the NQ scores by considering the depression group, revealed that compared to the normal group, balance, diversity, and eating behavior scores were lower in the depression group, whereas the moderation score was lower in the borderline depression group and depression group. The emotional eating scores were determined to be higher in the depression group than in the normal group. Partial correlation analysis between depression, emotional eating, and NQ revealed that depression is positively correlated with emotional eating and negatively correlated with all other factors of the nutrition quotient, balance, diversity, moderation, and eating behavior. Among the nutrition quotient factors considered, emotional eating was determined to be negatively correlated with both diversity and moderation. The bootstrapping method was applied to analyze the mediating effect of emotional eating for determining the association between depression and NQ. Results indicate that among the nutrition quotient factors evaluated using emotional eating as a medium, depression exerted a negative effect on moderation. Conclusion: Results of this study confirm that emotional eating, as a medium, affects the intake of unhealthy foods especially when depression is associated with dietary practices.

The Effect of Stress Response in Middle Age on Psychological Fertility Positive, Automated Thinking Mediating Effects (중년기 스트레스 대처가 심리적 안녕감에 미치는 영향 긍정적 자동적 사고 매개 효과)

  • Yoon Ju Jung
    • Industry Promotion Research
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    • v.8 no.2
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    • pp.133-140
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    • 2023
  • The purpose of the study is to verify the mediating effect of positive automatic thinking in the relationship between stress coping and psychological well-being in middle age. For this study, a survey was conducted on middle-aged people under the age of 40 to 65 living in Seoul, Gyeonggi-do, and Incheon. A total of 200 questionnaires were distributed from March 9 to March 27, 2023, and 187 questionnaires were used for the final analysis, except for 13 copies whose responses were judged to be poor or unreliable. Correlation, factor analysis, and structural equation models were conducted, and bootstrapping was analyzed to verify the mediating effect. As a result of the analysis, it was confirmed that coping with stress in middle age affects psychological well-being. As a result of analyzing the influence of problem-solving-oriented, social support-oriented, and avoidance-oriented as sub-factors of coping with stress, it was found to have a significant effect on psychological well-being. Stress coping has been shown to have a direct effect on psychological well-being and increase psychological well-being through the parameters of positive automatic thinking. consequently within the individual of coping with stress in middle age.It is expected that the buffering effect of external factors and positive automatic thinking will improve psychological well-being in middle age and achieve positive results.

The Influence of Self-Leadership of Nurses in COVID-19 designated hospitals on Patient-Centered Nursing: The Mediating Effect of Nursing Professional Values and Occupational Stress (코로나19 거점전담병원 간호사의 셀프리더십이 환자중심간호에 미치는 영향: 간호전문직관과 직무스트레스의 매개효과)

  • Mi Hyeon Park;Bok Nam Seo
    • Journal of Industrial Convergence
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    • v.21 no.6
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    • pp.61-71
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    • 2023
  • The objective of this research is to examine the mediating roles of nursing professional values and occupational stress in the relationship between self-leadership and patient-centered nursing among nurses employed at COVID-19 designated hospitals. This study were 160 nurses at a COVID-19 designated hospitals, and the data were collected from January 10 to February 30, 2022. The collected data were analyzed by independent t-test, one-way ANOVA, correlation analysis, multiple linear regression analysis, and SPSS PROCESS Macro model No 4 bootstrapping method. The average score for self-leadership was 61.3±8.55, nursing professional values was 95.5±11.66, occupational stress was 51.3±4.76, and patient-centered nursing was 59.3±7.63. The mediating effect of nursing professional values and occupational stress was confirmed in the influence relationship between self-leadership and patient-centered nursing of nurses at COVID-19 designated hospitals. This result suggests that the content related to improve nursing professional values and reduce occupational stress should be considered when applying the patient-centered nursing enhancement program.

Corporate Bankruptcy Prediction Model using Explainable AI-based Feature Selection (설명가능 AI 기반의 변수선정을 이용한 기업부실예측모형)

  • Gundoo Moon;Kyoung-jae Kim
    • Journal of Intelligence and Information Systems
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    • v.29 no.2
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    • pp.241-265
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    • 2023
  • A corporate insolvency prediction model serves as a vital tool for objectively monitoring the financial condition of companies. It enables timely warnings, facilitates responsive actions, and supports the formulation of effective management strategies to mitigate bankruptcy risks and enhance performance. Investors and financial institutions utilize default prediction models to minimize financial losses. As the interest in utilizing artificial intelligence (AI) technology for corporate insolvency prediction grows, extensive research has been conducted in this domain. However, there is an increasing demand for explainable AI models in corporate insolvency prediction, emphasizing interpretability and reliability. The SHAP (SHapley Additive exPlanations) technique has gained significant popularity and has demonstrated strong performance in various applications. Nonetheless, it has limitations such as computational cost, processing time, and scalability concerns based on the number of variables. This study introduces a novel approach to variable selection that reduces the number of variables by averaging SHAP values from bootstrapped data subsets instead of using the entire dataset. This technique aims to improve computational efficiency while maintaining excellent predictive performance. To obtain classification results, we aim to train random forest, XGBoost, and C5.0 models using carefully selected variables with high interpretability. The classification accuracy of the ensemble model, generated through soft voting as the goal of high-performance model design, is compared with the individual models. The study leverages data from 1,698 Korean light industrial companies and employs bootstrapping to create distinct data groups. Logistic Regression is employed to calculate SHAP values for each data group, and their averages are computed to derive the final SHAP values. The proposed model enhances interpretability and aims to achieve superior predictive performance.

The Structural Relationship between the Type of Teaching Behaviors Perceived by College Students' Participating in Liberal Dance Classes, Lecture concentration and Continuous Participation Intention (교양댄스수업 참가자가 인식하는 교수행동과 수업몰입 및 지속적 참여의도의 구조관계)

  • Jung, Moon-Mi;Won, Young-shin;Lee, Min-Kyu
    • 한국체육학회지인문사회과학편
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    • v.55 no.5
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    • pp.593-604
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    • 2016
  • The purpose of this study was to examine the effect of teaching behaviors perceived by college students' participating in liberal dance classes on learning motivation and continuous participation intention. The main target audience of this research is college students who participate in liberal dance classes in five universities in Seoul and Gyeonggi. By using purposive sampling among non probability sampling, totally 330 papers had been distributed, and 314 questionnaires had been used for practical analysis. The data process was performed by frequency analysis, exploratory factor analysis, confirmatory factor analysis, reliability analysis, structural equation modeling. The results were as follows: First, teaching behaviors perceived by college students' participating in liberal dance classes had a significant effect on learning motivation. Secondly, teaching behaviors perceived by college students' participating in liberal dance classes had a significant effect on continuous participation intention. Lastly, learning motivation perceived by college students' participating in liberal dance classes had a significant effect on continuous participation Intention. Lastly, there was the mediating effect of learning motivation was inspected in the relationship between teaching behaviors perceived by college students' participating in liberal dance classes and continuous participation intention.

A Study on the Mediating Effect of Self-Directed Learning Ability on Interest Level through Problem-Solving Ability in Distance Learning Environment (원격 수업환경에서 자기주도학습능력이 문제해결력을 매개로 흥미수준에 미치는 영향 탐구)

  • Sunwoo Nam
    • Journal of Christian Education in Korea
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    • v.72
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    • pp.205-223
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    • 2022
  • This study was conducted to explore whether problem-solving ability mediates the effect of self-directed learning ability on interest level in a distance learning environment. The subjects of this study were 64 students in the Department of Christian Education and Early Childhood Education at A University located in Gyeonggi-do. For this study, data were collected through questionnaires on interest level, self-directed learning ability, and problem-solving ability. Collected data are analyzed using SPSS Macro and bootstrapping method. As a result, self-directed learning ability for interest level has a positive effect on .651 level. The influence of self-directed learning ability in step 2, which includes problem-solving ability, which is a parameter. It was lowered to .543 level. And the effect of problem-solving ability was found to be at .360 level. As a result, it can be judged that problem-solving ability mediates the effect of self-directed learning ability on interest level. The research results suggest that the level of interest can be improved by supporting problem-solving skills in a distance learning environment.

The Effect of Middle-aged People's Retirement Preparation on Successful Aging : Focusing on the mediating effect of social support (중장년층의 노후 준비가 성공적 노화에 미치는 영향 : 사회적 지지의 매개효과를 중심으로)

  • Seung-Gwon Jung;Hyun-Seung Park
    • Industry Promotion Research
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    • v.8 no.3
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    • pp.69-78
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    • 2023
  • Based on the perception that integrated retirement preparation in various areas is needed in preparation for increased old age, this study aims to identify the status and characteristics of retirement preparation of middle-aged people and reveal the relationship with successful aging. In addition, it aims to find out the mediating effect of social support in the relationship between retirement preparation and successful aging for the middle-aged. To confirm this, 1,037 men and women aged 50 to 64 who responded to the third, fourth, and fifth additional surveys of the Korean Retirement & Income Study (KReIS) conducted by the National Pension Research Institute were analyzed. When the preparation of middle-aged people for retirement affects successful aging, bootstrapping with IBM SPSS 26 Process Macro Model 4 was conducted to verify the mediating effect of social support. As a result of verifying the significance of independent variables on the parameters, preparation for retirement was positively (+) significant. In other words, it was verified that the higher the preparation for retirement, the higher the social support. Furthermore, it was discovered that social support, an independent variable, had a significant impact on successful aging, and social support, an independent variable, had a significant impact on successful aging. The results of this study suggest the need for social support for successful aging through the preparation of middle-aged people for retirement. It is intended to derive policy implications for preparing for retirement and provide them as basic data to increase the level of successful aging.