• Journal of Information Technology Services
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• v.11 no.sup
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• pp.139-152
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• 2012

In the medical web forum, people share medical experience and information as patients and patents' families. Some people search medical information written in non-expert language and some people offer words of comport to who are suffering from diseases. Medical web forums play a role of the informative support and the emotional support. We propose the automatic classification model of articles in the medical web forum into the information support and emotional support. We extract text features of articles in web forum using text mining techniques from the perspective of linguistics and then perform supervised learning to classify texts into the information support and the emotional support types. We adopt the Support Vector Machine (SVM), Naive-Bayesian, decision tree for automatic classification. We apply the proposed model to the HealthBoards forum, which is also one of the largest and most dynamic medical web forum.

• Journal of Information Processing Systems
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• v.17 no.1
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• pp.89-106
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• 2021

Different samples can have different effects on learning support vector machine (SVM) classifiers. To rebalance an imbalanced dataset, it is reasonable to reduce non-informative samples and add informative samples for learning classifiers. Safe sample screening can identify a part of non-informative samples and retain informative samples. This study developed a resampling algorithm for Rebalancing imbalanced data using Safe Sample Screening (Re-SSS), which is composed of selecting Informative Samples (Re-SSS-IS) and rebalancing via a Weighted SMOTE (Re-SSS-WSMOTE). The Re-SSS-IS selects informative samples from the majority class, and determines a suitable regularization parameter for SVM, while the Re-SSS-WSMOTE generates informative minority samples. Both Re-SSS-IS and Re-SSS-WSMOTE are based on safe sampling screening. The experimental results show that Re-SSS can effectively improve the classification performance of imbalanced classification problems.

• Journal of Digital Contents Society
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• v.8 no.2
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• pp.157-163
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• 2007

Informative contents Industry shows stable capital structure, excellent profit index high growth rate and high productivity on the average in step with the evolution of digital technology, but it shows the aggravating trend gradually in almost all the indexes. It is because the enlargement of supply market proceeds so faster than the increase of market demand that the competition is intensified and relatively easy to advance into the market according to the development of informative contents industry. The exploitation of new market and the reclamation of new technology are needed to contrive the continuous prosperity of informative contents industry, and to achieve this, it is needed to support from politic financing and taxation politic aspect.

• Journal of Korean society of Dental Hygiene
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• v.14 no.6
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• pp.935-942
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• 2014

Objectives: The purpose of the study was to investigate the related factors of clinical practice satisfaction and social support in dental hygiene students. Methods: A self-reported questionnaire was filled out by 420 dental hygiene students in Gwangju and Jeonnam from March 8 to April 8, 2014. Except 26 incomplete answers, 394 data were analyzed. The instrument consisted of general characteristics of the subjects(7 questions), social support(7 questions), and satisfaction level with clinical practice(22 questions). The instrument for satisfaction level with clinical practice included self-esteem(1 question), interest and usefulness(2 questions), knowledge application(1 question), place of clinical practice(1 question), and influence by practice leader(1 question). Cronbach alpha was 0.773 in the study. The instrument of social support was adapted from Park and reconstructed. Social support included emotional support(11 questions), self-esteem support(7 questions), and informative support(4 questions). Social support was score by Likert 5 scale and higher score showed the higher social support. Results: The dental hygiene students got a mean of $3.11{\pm}0.55$ in clinical practice satisfaction. They got 3.35 points in satisfaction with major and 3.32 in satisfaction with curricula(p<0.001). They got a mean of $3.68{\pm}0.55$ in social support. They got $3.69{\pm}0.57$ in emotional support; $3.81{\pm}0.59$ in self-esteem support; and $3.53{\pm}0.66$ in informative support. The influencing variables on satisfaction with clinical practice were self-esteem support(B=0.202), satisfaction with major(B=0.234), and satisfaction with curricula (B=0.128). Conclusions: There was a close relationship between satisfaction with clinical practice and social support. In order to enhance the satisfaction with clinical practice, it is necessary to connect self-esteem support with major satisfaction and curricula satisfaction.

• Journal of radiological science and technology
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• v.38 no.3
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• pp.295-304
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• 2015

This study intended to examine the correlation of career self-regulation (plan and check-up, positive thinking, career feedback, environment formation for career) and career identity (career decision, indecisiveness, career indecision) caused by parental career support (informative, emotional, financial, and empirical) among freshmen, sophomores, and juniors in the radiotechnology department. For assessment, a survey was conducted and according to the results, there existed correlation as follows. Regarding parental career support, emotional support is plan and check-up (r=.25, p<.001), Career feedback (r=.54, p<.001), and positive thinking (r=.46, p<.001) showed high positive correlation while informative support showed correlation in all factors showing high correlation with environment formation for career (r=.22, p<.001), plan and check-up (r=.20, p<.001), career feedback (r=.24, p<.001), and positive thinking (r=.26, p<.001). Financial support career feedback (r=.33, p<.001) and positive thinking (r=.34, p<.001) showed somewhat higher correlation. All factors of environment formation for career (r=.18, p<.001), plan and check-up (r=.25, p<.001), career feedback (r=.37, p<.001), and positive thinking (r=.30, p<.001) showed high correlation. Informative support showed high correlation only with career decision (r=.27, p<.001) and financial support also showed high correlation only with career decision (r=.18, p<.001). Also, empirical support was somewhat highly correlated only with career decision (r=.23, p<.001). Regarding school-year difference depending on parental career support, there was significant difference between emotional support (F=8.52, p<.001), financial support (F=8.97, p<.001), and empirical support (F=5.36, p<.05) while informative support was dismissed. Regarding school-year difference depending on career self-regulation, there was significant difference between career feedback (F=8.48, p<.001) and positive thinking (F=16.29, p<.001) while environment formation for career and plan and check-up were dismissed. Regarding school-year difference depending on career identity, there was significant difference between career indecision (F=4.01, p<.05) and career decision (F=11.72, p<.001) while indecisiveness was dismissed. According to the analysis results, parents' active support to their child like respecting and listening to their opinion on career, provision of career related experience or information, and provision of necessary financial aid for their study or academic preparation made the students plan and exploring their career, examine accomplishment progress, have positive idea to realize their objectives. In addition, the students were able to establish the objective of their career by forming the environment that helped them realize their objectives by seeking advices and encouragement from surroundings. Meanwhile, the parents' attitude to respect and listen to their child's career related opinion affected their career decision and indecision. Although informative support helped the students' career decision, financial and empirical support caused effect only to career decision.

• Journal of the Korea Society of Computer and Information
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• v.21 no.3
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• pp.137-143
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• 2016

This study is to test moderating effects of North Korean Refugees' coping styles in the causal relation between social support and psychological wellbeing and suggest policy implications for helping social adjustment of North Korean Refugees. For this study, 100 North Korean Refugees were sampled and surveyed. The analytical result of this study showed that the degree of psychological wellbeing was highest among the refugees of the entire families migration. Also, this study showed that the causal relationship between social support and psychological wellbeing was not significant, and moderating effects of emotional support and appraisal support were significant, while moderating effects of material support and informative support were not significant. In this study, we suggested some policy implications basing on this analytical results.

• Journal of Contemporary Eastern Asia
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• v.15 no.2
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• pp.145-161
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• 2016

Using the Sunflower movement as a case study, this article seeks to articulate a theoretical framework to evaluate online "free spaces" as tools for political mobilization. To this end, this article conducts a thematic and content analysis of 151 posts on the official Facebook page of the Sunflower movement. Key results uncover four thematic functions among posts - expressive, informative, informative-support, and promotional - that overlap, in which the expressive theme prevails, and two thematic topics discussed by posts - damages by protesters and their ideology of freedom. I conclude that: (1) combining the logistic and thematic dimensions of posts enables a specific understanding of an online free space's political viability and anticipates the campaigns it will connect itself to; (2) the networked nature of the Sunflower movement page prompts the reconceptualization of (i) online free spaces as nodes through which various political campaigns and struggles are thematically connected by a political ideology; (ii) inactivity as a strategy where protest capital and followers accumulate to prepare and empower future mobilizations.

• The Journal of Korean Society for School & Community Health Education
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• v.7
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• pp.59-74
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• 2006

Objectives: The purpose of this research is to find out the relations among children‘s perceived competences, expressive disposition of interpersonal relations, and parents’ social support, which influence their self image. Methods: The samples to achieve the purpose of this research are composed of 294 students in G elementary school, OO city, Kyounggido, the number of male students in the fifth year being 71, female 77, and male students in the sixth year being 73, female 73. After having excluded the data of 9 students among them due to their insincere reply, this research analyzed the data of 285 students by using SPSS WIN Ver. 13.0. Results: First, after having observed the average difference stemming from each method, this research found that there is no sexual difference in parents‘ social support. (p<.05). In children's perceived competences, female students is higher only in active aspect than male students, but there is no meaningful difference in other aspects. In expressive disposition of interpersonal relations, the showing-off and narcissistic expressive tendency of female students is higher than that of male students, but there is no meaningful difference in other aspects. Second, this research found out the meaningful static correlation among parents' social support, children's perceived competences, and expressive disposition of interpersonal relations. Parents' emotional, appreciative, and informative support has the static correlation with all the other aspects of children's perceived competences, and material support has the static correlation with children's academic, active, and general self-esteeming sense (p<.05, p<.01). Third, this research observed, of all the aspects of parents' social support and expressive disposition of interpersonal relations, what variable is affecting children's perceived competences, and found that parents' appreciative support, showing-off and narcissistic expressive tendency, material support, and informative support, each in order, has meaningful influence (p<.05, p<.01). This fact shows that the further the children recognize these supports of their parents', the more affirmatively they recognize their competences, and the further the children of showing-off and narcissistic expressive disposion recognize their competences. Conclusions: First, sampling was conducted of the fifth and sixth male and female students of OO elementary school, and so the result of this research has the applicative limitation in the generalization for all the elementary school students. Therefore this research suggests further researches by broad sampling for the more advanced generalization. Second, this research only observed the differnce of perception deriving from gender and school year, but the parents' social support levels perceived by children reveal many differnces according to children's characters or their families' variables. Therefore this research suggests subsequent researches on various variables.

• Korean Journal of Childcare and Education
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• v.14 no.4
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• pp.43-62
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• 2018

Objective: The purpose of this study was to examine the effect of child care teachers' happiness and social support on job performance. Methods: The subjects were 380 teachers employed in child care centers and kindergartens in Gyeonggi Province. Self-report questionnaires were used to investigate teachers' happiness, social support and job performance. The data were analyzed by frequency, percent, Pearson's correlation and stepwise regression with the SPSS program. Results: The results of this study were as follow. First, teachers' job performance was positively associated with teachers' happiness. The highest correlation sub-variable was purpose in life. Next were personal growth, self-acceptance, environmental mastery and autonomy. And the last was positive relationships with others. Teachers' job performance was positively associated with teachers' social support. The highest correlation sub-variable was evaluative support. Next were affective support and material support. And the last was informative support. Second, teachers' happiness and social support affected job performance. Evaluative support, which was a sub-variable of social support, affected job satisfaction. And personal growth, purpose in life, and self-acceptance, which were sub-variables of happiness, affected job satisfaction. Conclusion: This study revealed that teacher's happiness and social support were important factors for teachers job performance.

• Women's Health Nursing
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• v.24 no.2
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• pp.116-125
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• 2018

Purpose: To identify factors affecting parenting stress of unmarried mothers. Methods: The subjects were 108 unmarried women who were parenting their children under the age of six. The data was collected from December 15, 2016 to March 5, 2017. The instruments consisted of self-reported questionnaires that included93 items: 21 on depression, 16 on social support, 20 on health perception, and 36 on parenting stress. The collected data were analyzed by t-test, ANOVA, Pearson correlations, and hierarchical multiple regression. Results: The factors influencing parenting stress were health perception (${\beta}=-.55$, p<.001), evaluative support (${\beta}=-.42$, p=.005), informative support (${\beta}=-.35$, p=.040), emotional support (${\beta}=-.24$, p=.045), partner support (${\beta}=-.20$, p=.048), and depression (${\beta}=.14$, p=.033), and the explanatory power was 57%. Conclusion: In order to alleviate the parenting stress of unmarried mothers, it is necessary to develop programs considering the physical, psychological, and social factors of unmarried mothers. Their subjective assessment of their health can increase or decrease their parenting stress, so it is necessary to develop parenting-stress intervention focusing on health perception.