• Title/Summary/Keyword: Hierarchical data

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Subnet Generation Scheme based on Deep Learing for Healthcare Information Gathering (헬스케어 정보 수집을 위한 딥 러닝 기반의 서브넷 구축 기법)

  • Jeong, Yoon-Su
    • Journal of Digital Convergence
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    • v.15 no.3
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    • pp.221-228
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    • 2017
  • With the recent development of IoT technology, medical services using IoT technology are increasing in many medical institutions providing health care services. However, as the number of IoT sensors attached to the user body increases, the healthcare information transmitted to the server becomes complicated, thereby increasing the time required for analyzing the user's healthcare information in the server. In this paper, we propose a deep learning based health care information management method to collect and process healthcare information in a server for a large amount of healthcare information delivered through a user - attached IoT device. The proposed scheme constructs a subnet according to the attribute value by assigning an attribute value to the healthcare information transmitted to the server, and extracts the association information between the subnets as a seed and groups them into a hierarchical structure. The server extracts optimized information that can improve the observation speed and accuracy of user's treatment and prescription by using deep running of grouped healthcare information. As a result of the performance evaluation, the proposed method shows that the processing speed of the medical service operated in the healthcare service model is improved by 14.1% on average and the server overhead is 6.7% lower than the conventional technique. The accuracy of healthcare information extraction was 10.1% higher than the conventional method.

Health Status and the Quality of Life of the Rural Elderly (건강수준이 노인의 삶의 질에 미치는 영향)

  • Choe, Heon;Kim, Han-Joong;Jin, Ki-Nam;Joo, Kyung-Sik;Lee, Kyu-Sik;Sohn, Myung-Sei
    • Health Policy and Management
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    • v.8 no.2
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    • pp.149-165
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    • 1998
  • The purpose of this study is to examine the effect of the health status on the quality of life of the rural elderly, and to examine the conditional effect of socialsupport for that influence. 'Quality of life' used in this study was defined by unidimensional approach. The data were collected by conducting individual interviews with 296 rural elderly people aged 60 and the above who were living in one township of Kangwondo, between the time period of October and November 1995. The main findings are as follows: 1. Hierarchical regression analyses were carried out to examine the relative contribution of three set of variables on the quality of life. The first step, which included sociodemographic factors showed that the coefficient of determination (R$^{2}$) was 8% and income was a statisically significant variable. The second step, by adding health related factors, revealed that the R$^{2}$ was increased to 34% by 26% point and the degree of health recognition was the statistically significant variable. The third step, by projecting additionall social support related variables revealed that the R$^{2}$ was 42% 2. The conditional effect of social support was analyzed to examine the influence the health status has on the quality of life. The results are as follows: 1) The IADL and the degree of social contact interacted, resulting in that the higher degree of social contact boosted the stronger effect of IADL. 2) The effect of subjective health recognition on the quality of life is depended upon degree of family ontact. 3) The effect of eyesight on the quality of life is depended upon degree of satisfaction in social relation. The lower the degree of social support was, the bigger the influence of health related variables affecting quality of life became. This study explains that health status is a major factor in predicting the quality of life of the aged. Particularly the subjective health recognition was an important factor as the perception of quality of life.

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Comparison of Academic Stress, Stress Coping and Academic Burnout between Elementary Gifted Students and General Students and Analysis of the Relationships (초등영재와 일반학생의 학업스트레스, 스트레스 대처방식, 학업소진 비교 및 관계 분석)

  • Ahn, Jong-Hyuk;Yoo, Mi-Hyun
    • Journal of Gifted/Talented Education
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    • v.24 no.2
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    • pp.169-189
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    • 2014
  • The purpose of this study was to compare elementary gifted student's academic stress, stress coping and academic burnout with those of general students and investigate the relationships between academic stress, stress coping and academic burnout. There is a significant meaning in promoting healthy growth and development by reducing academic stress and academic burnouts, as well as providing fundamental data to understand and mentor elementary gifted student and general students emotionally. The results obtained in this study were as follows. First, the results showed that the gifted students' academic stress, school stress, and after school academic stress were significantly lower than general students'. Second, the results showed that the elementary gifted students used more of active and socially supported ways to cope with stress while the general students use more of passive/evasive and aggressive ways to cope with stress. Third, the results showed that the score of gifted students' academic burnouts was significantly lower than that of regular students', and among general students, the students who spent more time than average time in the private education per week had significantly higher academic burnouts compared to the students who didn't. Fourth, the results showed that the elementary gifted students with high academic stress used more passive/evasive and aggressive ways to cope with stress. As a result of correlation analysis, it appeared a positive correlation between academic stress and academic burnout. Hierarchical multiple regression showed that academic stress and stress coping affected on academic burnout significantly.

Correlates of Self-rated Fatigue in Korean Employees (우리나라 직장인 피로의 역학적 특성)

  • Chang, Sei-Jin;Kang, Myung-Gun;Hyun, Sook-Jung;Cha, Bong-Suk;Park, Jong-Ku;Park, Jun-Ho;Kim, Seong-Ah;Kang, Dong-Mug;Chang, Seong-Sil;Lee, Kyung-Jae;Ha, Eun-Hee;Ha, Mi-Na;Koh, Sang-Baek
    • Journal of Preventive Medicine and Public Health
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    • v.38 no.1
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    • pp.71-81
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    • 2005
  • Objective : To elucidate the correlates of self-rated fatigue in Korean employees. Methods : The data for 10,176 (men, 7,984; women, 2,192; mean age, 34.2; SD: 8.8) employees recruited from a nationwide sample were examined. A structured questionnaire was used to measure the participants' fatigue, sociodemographics (sex, age, education, and marital status), job-related characteristics (work duration, grade at work, work hours, shiftwork, employment type, and magnitude of workplace), and health-related habits (smoking, drinking, coffee intake, and exercise). Two types of measurement for fatigue were used to evaluate the magnitude of fatigue: self-rated question and a standardized measurement tool (Multidimensional Fatigue Scale: MFS). Results : According to the self-rated fatigue, 32% of employees reported that they felt fatigue for the past two weeks, and 9.6% of males and 8.7% of females had experienced excessive fatigue (6 months or more). Hierarchical multiple regression analysis showed that fatigue measured by MFS was more common in women, younger, college or more graduated, single, and employees who do not regularly exercise. Fatigue was also associated with long work hours, and the size of the workplace (<1,000 employees). Conclusions : These results suggest that fatigue has been considered as a common complaint, and that it is affected by job-related factors like work hours and the workplace size as well as sociodemographics or health-related behaviors. Further research is needed to clarify the effects of fatigue on adverse health outcomes, work performance, work disability, sick absence and medical utilization, and to examine the relationship of job characteristics (e.g.: work demand, decision latitude) to fatigue.

Estimation of Operating Cost and Efficiency of the Introduction of Urban Subway (대중교통 운영비용계수 추정 및 도시철도 도입 효율성 검토)

  • Park, Jun-Sik;Oh, Dong-Kyu;Kho, Seung-Young
    • Journal of Korean Society of Transportation
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    • v.26 no.6
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    • pp.113-122
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    • 2008
  • This study extended Park et al.(2007c), which analyzed the efficiency of a hierarchical transit network, showed the result of a real data, and analyzed its applicability. Operating cost was estimated using a model which was established in this study, and minimum transit demand was derived from the operating cost. The minimum transit demand value is just a sample calculation, thus it varies by many inside and outside factors of the model. Looking at the inside of the model, operating cost and travel speed are major factors, and the possibility of introducing urban subway becomes high when the operating cost of the transit system is low and its travel speed is high. As far as the outside factors are concerned, according to the analysis on the network structure, transit demand, and transit mode share, the minimum transit demand value which was derived in this study will be the maximum value among the possible values. In the feasibility study, the benefit is likely to be overestimated and the cost is likely to be underestimated than those of this study. It could be concluded that the methodology of a feasibility study is appropriate in the field standard. This study analyzed the efficiency of introduction of urban subway using analytical approach, thus has many shortcomings and limitations. However the practical approach, like feasibility study, has some limitations as well. This study could be a basis on establishing an analysis framework that is more accurate and reasonable by comparing analytical approach and practical approach.

Effect of values on major satisfaction in dental hygiene students (치위생(학)과 학생의 가치관이 전공만족도에 미치는 영향)

  • Kim, Mi-Na;Heo, Yun-Min;Kim, Hyoung-Joo;Ahn, Yong-Soon
    • Journal of Korean society of Dental Hygiene
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    • v.15 no.1
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    • pp.81-89
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    • 2015
  • Objectives: The purpose of the study is to investigate the effect of values on major satisfaction in dental hygiene students. Methods: The subjects were 214 dental hygiene students in Seoul and Gyeonggi-do who filled out the self-reported questionnaire after receiving informed consents from January 20 to February 15, 2014. Except incomplete answers, 187 data were analyzed using PASW Statistics 18.0 for Scheffe post hoc test, Pearson correlation coefficient, hierarchical regression analysis, independent sample t-test, and one-way ANOVA. The questionnaire consisted of general characteristics of the subjects and values. General characteristics consisted of gender, age, grade, school record, major choice motivation, and the influencing person to choose the major. The instrument for values was modified from Shin based on MILOV(Multi-Item Measures Of Values) and two professors of dental hygiene verified the validity of the instrument. Instrument for values consisted of 7 questions of values for self-respect, 6 questions of relation oriented values, 5 questions of emotion oriented values, and 5 questions of values for others measured by Likert 5 scale. Cronbach's alpha was 0.769 in the study. The instrument for major satisfaction was modified from Na based on Program Evaluation Survey of Illinois University and two professors of dental hygiene verified the validity of the instrument. Major satisfaction consisted of 7 questions of general satisfaction, 5 questions of consciousness satisfaction, 5 questions of curriculum satisfaction and 3 questions of relation satisfaction measured by Likert 5 scale and Cronbach's alpha was 0.887 in the study. Results: Values of self-respect, relationship orientation and grade had significant influence on general satisfaction, while values of self-respect, relationship orientation and gender had significant influence on consciousness satisfaction. Values of relationship orientation, grade and school record had significant influence on curriculum satisfaction. Grade showed significant influence on relationship satisfaction. Conclusions: Values of self-respect and relationship orientation are the most important factors in dental hygiene students. The guidance for professional career and major satisfaction can be accomplished through the values of self-respect and relationship orientation.

Study of Parallelization Methods for Software based Real-time HEVC Encoder Implementation (소프트웨어 기반 실시간 HEVC 인코더 구현을 위한 병렬화 기법에 관한 연구)

  • Ahn, Yong-Jo;Hwang, Tae-Jin;Lee, Dongkyu;Kim, Sangmin;Oh, Seoung-Jun;Sim, Dong-Gyu
    • Journal of Broadcast Engineering
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    • v.18 no.6
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    • pp.835-849
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    • 2013
  • Joint Collaborative Team on Video Coding (JCT-VC), which have founded ISO/IEC MPEG and ITU-T VCEG, has standardized High Efficiency Video Coding (HEVC). Standardization of HEVC has started with purpose of twice or more coding performance compared to H.264/AVC. However, flexible and hierarchical coding block and recursive coding structure are problems to overcome of HEVC standard. Many fast encoding algorithms for reducing computational complexity of HEVC encoder have been proposed. However, it is hard to implement a real-time HEVC encoder only with those fast encoding algorithms. In this paper, for implementation of software-based real-time HEVC encoder, data-level parallelism using SIMD instructions and CPU/GPU multi-threading methods are proposed. And we also proposed appropriate operations and functional modules to apply the proposed methods on HM 10.0 software. Evaluation of the proposed methods implemented on HM 10.0 software showed 20-30fps for $832{\times}480$ sequences and 5-10fps for $1920{\times}1080$ sequences, respectively.

Family Involvement and The Entry Mode into Entrepreneurship: The Contingent Role of National Culture (가족관여와 창업방식간의 관계에 대한 연구: 국가문화의 조절효과를 중심으로)

  • Lee, Sang-Youn;Sahaym, Arvin;Cullen, John;Juasrikul, Sakdipon
    • The Journal of Small Business Innovation
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    • v.20 no.2
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    • pp.17-34
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    • 2017
  • This study examines the role of family involvement and national culture in entrepreneurs' choice of mode of entry into entrepreneurship. Mode of entry consists of two choices: starting a new venture or taking over an existing firm. Specifically, we investigate how cultural values moderate the relationship between family involvement and their choice of business takeover. Using a cross-national sample of 3,831 respondents from 33 countries in Flash Eurobarometer data, we develop key variables and test our hypotheses employing hierarchical linear modelling. Our results show that the relationship between family involvement of entrepreneurs and their choice of business takeover is moderated by individualism, short term orientation, and power distance. This research contributes to understanding comparative international entrepreneurship based on national culture. Implications for policy makers and educators are discussed.

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The Moderating Effects of Birth Rate Policies between Korean Women's Values of Children and Their Intentions for Subsequent Childbirth (기혼여성의 자녀가치관과 추가출산의향 간의 관계에서 출산장려정책의 조절효과 분석)

  • Lee, Wan;Chae, Jae-Eun
    • Journal of Digital Convergence
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    • v.15 no.9
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    • pp.65-78
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    • 2017
  • This study aims to analyze whether both childcare subsidy and childcare leave policies have moderating effects on the relationship between Korean women's value of children and their intentions for subsequent childbirth. The data are used from the 2015 National Survey on Fertility and Family Health and Welfare. Both hierarchical multiple regression analysis and moderated regression analysis are used for statistical analysis. The findings from the study are as follow. First, the ideal number of children, instrumental values, and emotional values have positive effects on the intentions for subsequent childbirth after controlling for background variables(level of education, income, age, and number of children). Second, childcare leave policy has no significant effect on the intentions for subsequent childbirth while childcare subsidy policy has the negative effect. Third, only childcare subsidy policy has moderating effects on the relationship between instrumental, emotional values, and the intentions for subsequent childbirth. These results suggest that policies enhancing the value of children should be implemented in addition to traditional birth rate policies. Furthermore, new birth rate polices are needed for those married women who have a high possibility of subsequent childbirth.

Influence of Multicultural contact Experience on the Relationship between Social Distance and Multicultural Acceptance among Nursing Students. (간호대학생의 사회적거리감과 다문화수용성의 관계에서 다문화접촉경험의 영향)

  • Noh, Yoon Goo;Lee, Oi Sun
    • Journal of Digital Convergence
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    • v.16 no.1
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    • pp.187-195
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    • 2018
  • The purpose of this study was to identify the moderated effects of multicultural contact experience on the relationship between social distance and multicultural acceptability among nursing students. The sample for this study consisted of 174 nursing students from four universities located in Korea. Data were analyzed by descriptive statistics, t-test, ANOVA, $Scheff{\acute{e}}$ test, Pearson correlation and hierarchical multiple regression with SPSS/WIN 23.0. It was found that: (a) multicultural acceptability had a negative correlation with social distance(r=-.61, p<.001), whereas a positive correlation was observed with experience of multicultural contact(r=.24, p=.002); (b) the interaction effect by multicultural contact experience and social distance had a significant influence on the multicultural acceptability(${\beta}=-.18$, p=.003); (c) experience of multicultural contact moderated the relationship between social distance and multicultural acceptability(${\Delta}R^2=0.30$, p=.003). Results of the study suggest that the greater the experience of multicultural contact, the greater the negative effect of social distance on multicultural acceptability. Therefore, to increase the multicultural acceptability of nursing students, it is important to encourage the positive experiences of multicultural contact and thus reduce social distance.