• Computers and Concrete
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• v.34 no.3
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• pp.279-296
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• 2024

In this study, ensemble machine learning (ML) models are employed to estimate the hardened properties of Self-Compacting Geopolymer Concrete (SCGC). The input variables affecting model development include the content of the SCGC such as the binder material, the age of the specimen, and the ratio of alkaline solution. On the other hand, the output parameters examined includes compressive strength, flexural strength, and split tensile strength. The ensemble machine learning models are trained and validated using a database comprising 396 records compiled from 132 unique mix trials performed in the laboratory. Diverse machine learning techniques, notably K-nearest neighbours (KNN), Random Forest, and Extreme Gradient Boosting (XGBoost), have been employed to construct the models coupled with Bayesian optimisation (BO) for the purpose of hyperparameter tuning. Furthermore, the application of nested cross-validation has been employed in order to mitigate the risk of overfitting. The findings of this study reveal that the BO-XGBoost hybrid model confirms better predictive accuracy in comparison to other models. The R² values for compressive strength, flexural strength, and split tensile strength are 0.9974, 0.9978, and 0.9937, respectively. Additionally, the BO-XGBoost hybrid model exhibits the lowest RMSE values of 0.8712, 0.0773, and 0.0799 for compressive strength, flexural strength, and split tensile strength, respectively. Furthermore, a SHAP dependency analysis was conducted to ascertain the significance of each parameter. It is observed from this study that GGBS, Flyash, and the age of specimens exhibit a substantial level of influence when predicting the strengths of geopolymers.

• Journal of Fashion Business
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• v.16 no.5
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• pp.192-206
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• 2012

This study aimed to examine the effects of demographic variables, stress, appearance management behavior, and family environment on self-esteem with the subjects of high school students with serious stress and great interest in appearance among the adolescences. This research was conducted during June, 2012, and the research method employed was the questionnaire. The questionnaire consisted of the contents about self-esteem, stress, appearance management behavior, and demographical variables. Regarding the adolescents' stress, generally, influential variables include relationship with parents and friends, school records, or school life satisfaction. And the adolescences' self-esteem was the crucial variable to indicated socio-psychological adaptation. And it was related with stress or appearance management behavior.

• Korean Journal of Child Studies
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• v.28 no.3
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• pp.219-233
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• 2007

The purpose of this study was to investigate university students' motivation for parenthood related to their definition of parenthood, empathy and self-esteem. Participants were 447 junior and senior students(male 263, female 184) in 5 universities throughout Korea. Results were : (1) Male students and employed mothers were higher than female students and unemployed mothers' 'motivation for strengthening biological family ties' but there were reversed results in 'motivation for traditional norms.' Students majoring in home economics showed the highest score in 'altruistic-emotional motivation.' (2) There were positive correlations between motivation for parenthood and definition of parenthood and empathy. 'Motivation for traditional norms' correlated positively with self-esteem. (3) Motivations for parenthood were explained by about 4~28% by their definition of parenthood, empathy, and self-esteem.

• Korean Journal of Child Studies
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• v.28 no.4
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• pp.35-49
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• 2007

Data from the Seoul Panel Study of Children were analyzed for structural relationshipsamong types of child abuse, depressive tendencies, self-efficacy, and academic achievement. Subjects consisted of 1,785 fourth-grade elementary school children in 2004. Structural equation modeling was employed for statistical analyses. The results were that emotional abuse was indirectly related to academic achievement via depressive tendencies and self-efficacy; children who experienced emotional abuse were more likely to have higher depressive tendencies and lower self-efficacy, which in turn, resulted in lower academic achievement. Neglect was directly related to low academic achievement. In contrast, physical abuse had no relationship with these factors. Implications for practice from this study were discussed.

• Korean Journal of Human Ecology
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• v.15 no.2
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• pp.353-362
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• 2006

The purpose of this study is to develop a group counseling program for career exploration and to explore its effects on college students' self-efficacy. Main program activities consisted of 8-week sessions. Equivalent control group pretest-posttest design was employed for this study. 40 college students voluntarily participated in a group counseling of career exploration. Another 40 students were selected for a control group of this study design. The self-efficacy (23 items) was administered to both the experimental and the control groups before and after the 8-week treatments. The results of this research showed that the differences (program effects) of the experimental group in the scale were higher than those of the control group. In conclusion, a group counseling program for the career exploration had significant effects on the career exploration and self-efficacy of college students.

• The Journal of Korean Institute of Communications and Information Sciences
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• v.31 no.4C
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• pp.400-406
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• 2006

Knowledge of camera parameters, such as position, orientation and focal length, is essential to 3D information recovery or virtual object insertion. This paper analyzes the error sensitivity of focal length due to position error of feature points which are employed for self-calibration. We verify the dependency of the focal length on the distance from the principal point to feature points with simulations, and propose a criterion for feature selection to reduce the error sensitivity.

• 재활복지
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• v.21 no.1
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• pp.97-119
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• 2017

The objective of this study is to understand the influence of discrimination experience on life satisfaction of the employed hearing-impaired, and also to verify the mediating effects of self-esteem on relations between discrimination experience and life satisfaction. To achieve this objective, the data of the 8th Panel Survey of Employment for the Disabled was used, and then the extracted data of 234 employed hearing-impaired persons was used for analysis. The results of this study are like below. First, discrimination experience showed negative(-) relations with self-esteem and life satisfaction while self-esteem showed positive(+) relations with life satisfaction. Second, when the perception of discrimination experience was low, the life satisfaction was high. Third, the mediating effects of self-esteem were verified on relations between discrimination experience and life satisfaction. Marital status, health, social-economical position has effected on life satisfaction. Based on such results of the study, suggestions were made to increase life satisfaction of the hearing-impaired.

• Fashion & Textile Research Journal
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• v.20 no.5
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• pp.520-532
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• 2018

This study examines whether any correlation exists amongst participative motivation in an educational fashion training program, participants' program satisfaction and performance. In addition, this study investigates the moderating effect of participants' self-efficacy and job engagement in the influence of participative motivation on program satisfaction. Questionnaire data from 212 employed learners who participated in one or more educational fashion training programs were analyzed. For the data analysis, SPSS 24.0 statistical package was used. The study results were as follows. First, the participative motives of the educational fashion training program were grouped into the following three factors: goal-oriented, learning-oriented, and organizational support. Second, learning-oriented participative motivation positively affected their program satisfaction. Third, higher program satisfaction led better program performance. Fourth, there was a significant difference in the magnitude of the effect of learning-oriented participative motivation on satisfaction according to self-efficacy. Fifth, there was a significant difference in the magnitude of the effect of goal-oriented participative motivation on satisfaction according to vigor. Even if the participative motivation in an educational fashion training program predicts the program satisfaction, the strength is changed by interacting with the self-efficacy and vigor. The results of the study provide various implications for educators or policy makers who are interested in educational fashion training program development.

• Asia-Pacific Journal of Business Venturing and Entrepreneurship
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• v.10 no.3
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• pp.39-49
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• 2015

Thus this study looked into existing literature focusing on generalities, and after literature studies, hypothesis was set up to solve the problems in the study. According to literature examination, self employed consulting was found to be comprised of four areas: awareness, reliability, satisfaction, and utilization, while consulting could be divided into four customer perspectives: customer, financial, internal processing, and learning and growth. An empirical study was conducted to verify the causal relationship between these causes, and we describe the findings of the study on the business management performance pursuant to self employed business consulting as follows: In this study, we examine an overall business management performance measurement by adopting the four variables of self employed business consulting, and enhance the chance of success by having systematic access to business establishment. In conclusion, in order to increase the success rate of the small business start-up, it is important to choose such items that fit the founder's experience and the characteristics of the business zone, and a successful founding of a business will be accomplished only when sufficient funding is combined with successful running, therefore, most importantly, striking a balance between the factors should start with the founder as the center, and there must be professional business knowledge and technical assistance by the business start-up support agency.

• The Korean Journal of Community Living Science
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• v.25 no.2
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• pp.131-145
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• 2014

This study examines the effects of maternal behaviors and children's self-control ability on their subjective well-being. Data were collected from 416 fifth- and sixth-graders residing in Kwangju, Korea. Cronbach's ${\alpha}$ and the hierarchical regression analysis method were employed for a statistical analysis. According to the results of the hierarchical multiple regression analysis, children's self-control ability best explained their subjective well-being. For individual factors, motivational self-control had the greatest effect on subjective well-being, followed by behavioral self-control, cognitive self-control, the level of income, gender, and the employment status, in that order. The results for effects of maternal behaviors and children's self-control ability on children's subjective well-being highlight. The important roles played by the mother and the child's self-control ability in improving the child's subjective well-being. The study contributes to the literature by providing fundamental insights into children's higher quality of life.