• Title/Summary/Keyword: Hierarchy Regression

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A Date Mining Approach to Intelligent College Road Map Advice Service (데이터 마이닝을 이용한 지능형 전공지도시스템 연구)

  • Choe, Deok-Won;Jo, Gyeong-Pil;Sin, Jin-Gyu
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2005.05a
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    • pp.266-273
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    • 2005
  • Data mining techniques enable us to generate useful information for decision support from the data sources which are generated and accumulated in the process of routine organizational management activities. College administration system is a typical example that produces a warehouse of student records as each and every student enters a college and undertakes the curricular and extracurricular activities. So far, these data have been utilized to a very limited student service purposes, such as issuance of transcripts, graduation evaluation, GPA calculation, etc. In this paper, we utilize Holland career search test results, TOEIC score, course work list, and GPA score as the input for data mining and generation the student advisory information. Factor analysis, AHP(Analytic Hierarchy Process), artificial neural net, and CART(Classification And Regression Tree) techniques are deployed in the data mining process. Since these data mining techniques are very powerful in processing and discovering useful knowledge and information from large scale student databases, we can expect a highly sophisticated student advisory knowledge and services which may not be obtained with the human student advice experts.

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Measuring Complementarities between Cities in the Korean Southeastern Region : A Network City Approach (영남권 도시들 간의 상보성 측정에 관한 연구: 네트워크 도시 접근)

  • Sohn, Jungyul
    • Journal of the Korean association of regional geographers
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    • v.21 no.1
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    • pp.21-38
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    • 2015
  • This study attempts to estimate the complementarity between 21 cities in the Korean Southeastern Region using data on the network time distance and the volume of flow between the cities. Four types of flows recognized are people, commodities, information and finance. The first two types of flows are thought to be made on the transportation network while the last two are on the communication network. For the purpose of the study, the expected volumes of flows between cities are first estimated using the gravity-based regression and doubly-constrained entropy maximization models. These baseline volumes are then subtracted from the observed volumes of flows (of people and commodities) or the estimated volumes of flows (of information and finance) in order to identify positive differences or complementarities. The result shows that these four types of complementarity flows form distinctive urban networks in terms of spatial pattern and urban hierarchy. This suggests that more customized strategies to different types of complementarity are recommended to properly address the issues related to network infrastructure provision in the pursuit of the network city model in the region.

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The effects of organizational culture and self-leadership on organizational effectiveness in oral health professional (치과의료기관 종사자의 조직문화와 셀프리더십 유형이 조직유효성에 미치는 영향)

  • Jang, Jong-Hwa;Lee, Young-Soo;Moon, Ae-Eun
    • Journal of Korean society of Dental Hygiene
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    • v.11 no.3
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    • pp.395-404
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    • 2011
  • Objectives : This study was to investigate the level of organizational culture and self-leadership on organizational effectiveness and the significant factors influencing organizational effectiveness in oral health professional. Methods : Data were obtained from a cross-sectional survey of 297 oral health professional(mean age=$29.95{\pm}8.10$). Participants in the study were recruited when they attended the dental health form in Gwangju. Organizational culture was classified into four factors: relation-oriented, innovation-oriented, hierarchy-oriented, task-oriented culture. Self-readership consisted of five factors: rehearsal/self-observation, self-goal establishment, self-esteem, self-criticism, self-reward. Organizational effectiveness included organizational commitment and job satisfaction. The data was analysed using t-test, one-way ANOVA, Pearson correlation and multiple regression. Results : The dominant organizational culture was rank-oriented culture. The mean score of self-readership score was 3.51 out of a maximum 5 points. Organizational commitment was positively correlated with age, relation-oriented culture, self-goal establishment, self-reward explained 41.9% and job satisfaction was positively correlated with relation-oriented culture and self-esteem explained 48.6%. Conclusions : Based on the findings, the organizational culture and self-readership was correlated with organizational effectiveness. These results suggest that further development should be continued to develop the effective self-readership and organizational culture to improve the organizational effectiveness of oral healthcare professional.

The Relationships between the Types of Nursing Organizational Culture, Nurses' Satisfaction with Life, and Job Satisfaction (병원 간호사의 간호조직문화, 삶의 만족, 직무만족과의 관계 연구)

  • Kwon, Hye Jin;Suk, Boo Hyun;Chee, Soon Ju;Ahn, Young Mi;Kim, Yoon Jung;Park, Sun Ah;Lee, Kyoung Sook;Kwon, Su Jin;Oh, Geum Sook;Kim, Myung Ae
    • Journal of Korean Clinical Nursing Research
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    • v.17 no.1
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    • pp.57-69
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    • 2011
  • Purpose: This study aimed to investigate the types of nursing organizational culture and its relationships with nurses' satisfaction with life, and job satisfaction. This study was eventually aimed to create healthier and more positive nursing organizational culture. Methods: This study utilized a descriptive correlational method to explore mediating effects of the types of nursing organizational culture on nurses' satisfaction with life and their job. Data were collected from a total of 1,801 nurses who have worked for more than 3 years in 35 different hospitals with more than 100 beds. Using SPSS 17.0 and Sobel Test Calculator, t-test, one way ANOVA, Duncan test, multiple regression and sobel test were used for data analysis. Results: The analysis showed that the nurses had a hierarchical organizational culture. Also the subjects' job satisfaction was significantly correlated with innovation, relation, and hierarchy-oriented factors and satisfaction with life. Conclusion: Innovative organizational culture is a leading factor in determining nurses' professional satisfaction. In view of the above it is recommended that strategies for creating innovative organizational culture and its application to nursing practice.

Effects of Nursing Organizational Culture and Self-leadership on Job Satisfaction for Nurses Working in the Comprehensive Nursing Care Service Ward in Public Hospitals (간호조직문화, 셀프리더십이 공공병원 간호·간병통합서비스 병동 간호사의 직무만족에 미치는 영향)

  • Jo, Eun Jin;Lee, Kyung-Sook;Jeon, Jaehee
    • Journal of muscle and joint health
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    • v.26 no.2
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    • pp.111-119
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    • 2019
  • Purpose: This study investigated the effects of nursing organizational culture and self-leadership on job satisfaction for nurses working in the comprehensive nursing care service ward in public hospitals. Methods: The participants were 138 nurses working in Gyeonggi-do medical center. The collected data were analyzed using descriptive statistics, t-test, ANOVA, Pearson's correlation coefficients, and regression analysis with SPSS/WIN 23.0. Results: Factors affecting job satisfaction were innovation-oriented culture (${\beta}=.29$, p<.001), want to work in this department (${\beta}=-.25$, p<.001), the cognitive strategy of self-leadership (${\beta}=.23$, p=.002), hierarchical-oriented culture (${\beta}=-.21$, p=.002), and marital status (${\beta}=.18$, p=.005). These factors accounted for 42.0% of the variability in job satisfaction. Conclusion: In order to improve the job satisfaction of nurses in the comprehensive nursing care service ward in public hospitals, institutional-level efforts should be made to encourage an innovation-oriented culture and avoid a hierarchy-oriented culture. In addition, education and program development are needed to improve the cognitive strategy of self-leadership.

Caregiving Reward of Grandmothers Raising Infant Grandchildren and Factors Influencing Their Rewards (손자녀 양육 조모의 양육보상감 및 영향요인)

  • Kim, Eun-Jeong
    • 한국노년학
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    • v.32 no.3
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    • pp.851-867
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    • 2012
  • The purpose of this study was to identify the caregiving reward of grandmothers raising their infant grandchildren and to examine factors influencing rewards in double-earner households. Data were collected from 323 grandmothers raising infant grandchildren who are under 6 years of age in double-earner households in Seoul, Gyeonggi-do and six metropolitan cities. According to the hierarchy multiple regression analysis, grandmothers' caregiving reward was found to be significantly high. It was also appeared that main factors of the rewards of grandmother were grandparents meaning, relationship with adult children and economic level. This study implies that improving grandparents meaning, relationship with adult children, and economic support may be a strategy to enhance the reward of grandmothers raising infant grandchildren. These findings suggest that there is a need to provide intervention and welfare policy for elderly caregiver.

Mediation Effect of Job Satisfaction in the Relationship between Need Satisfaction and Turnover Intention of Clinical Nurses (임상간호사의 욕구만족과 이직의도의 관계에서 직무만족의 매개효과)

  • Kim, Hwa-Jin;Shin, Sun-Hwa
    • Journal of the Korea Convergence Society
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    • v.12 no.11
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    • pp.445-456
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    • 2021
  • In this study, we examine the effects of five needs satisfaction on job satisfaction and turnover intention based on Maslow's hierarchy of needs for clinical nurses. Also, this was a convergence study that confirmed the mediating effect of job satisfaction on the relationship between need satisfaction and turnover intention. The participants were 239 clinical nurses at a general hospital located in Seoul. The collected data were analyzed for mediating effects using hierarchical regression analysis and PROCESS Macro (Model 4). Physiological and safety needs did not have a significant effect on job satisfaction while belongingness, esteem, and self-actualizations need had a significant positive effect on job satisfaction. On the other hand, physiological and esteem needs had a significant negative effect on turnover intention. In addition, the mediating effect of job satisfaction was significant in the relationship between need satisfaction (physiological, safety, belongingness, and self-actualization needs) and turnover intention. We confirm that an increase in the satisfaction of the five needs of clinical nurses can reduce their turnover intention. Therefore, we suggest that it is necessary to effectively manage need satisfaction and job satisfaction in the clinical field.

A Dynamic Shortest Path Finding Model using Hierarchical Road Networks (도로 위계 구조를 고려한 동적 최적경로 탐색 기법개발)

  • Kim, Beom-Il;Lee, Seung-Jae
    • Journal of Korean Society of Transportation
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    • v.23 no.6 s.84
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    • pp.91-102
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    • 2005
  • When it comes to the process of information storage, people are likely to organize individual information into the forms of groups rather than independent attributes, and put them together in their brains. Likewise, in case of finding the shortest path, this study suggests that a Hierarchical Road Network(HRN) model should be selected to browse the most desirable route, since the HRN model takes the process mentioned above into account. Moreover, most of drivers make a decision to select a route from origin to destination by road hierarchy. It says that the drivers feel difference between the link travel tine which was measured by driving and the theoretical link travel time. There is a different solution which has predicted the link travel time to solve this problem. By using this solution, the link travel time is predicted based on link conditions from time to time. The predicated link travel time is used to search the shortest path. Stochastic Process model uses the historical patterns of travel time conditions on links. The HRN model has compared favorably with the conventional shortest path finding model in tern of calculated speeds. Even more, the result of the shortest path using the HRN model has more similar to the survey results which was conducted to the taxi drivers. Taxi drivers have a strong knowledge of road conditions on the road networks and they are more likely to select a shortest path according to the real common sense.

Investigating the Use of Energy Performance Indicators in Korean Industry Sector (한국 산업부문의 에너지성과 지표 이용에 관한 연구)

  • Shim, Hong-Souk;Lee, Sung-Joo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.3
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    • pp.707-725
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    • 2021
  • Energy management systems (EnMS) contribute to sustainable energy saving and greenhouse gas reduction by emphasizing the role of energy management in production-oriented economies. Although understanding the methods used to measure energy performance is a key factor in constructing successful EnMS, few attempts have been made to examine these methods, their applicability, and their utility in practice. To fill this research gap, this study aimed to deepen the understanding of energy performance measures by focusing on four energy performance indicators (EnPIs) proposed by ISO 50006, namely the measured energy value, ratio between measured values, linear regression model, and nonlinear regression model. This paper presents policy and managerial implications to facilitate the effective use of these measures. An analytic hierarchy process (AHP) analysis was conducted with 41 experts to analyze the preference for EnPIs and their key selection criteria by the industry sector, and organization and user type. The findings suggest that the most preferred EnPI is the ratio between the measured values followed by the measured energy value. The ease of use was considered to be most important while choosing EnPIs.

An Analysis of Factors Affecting the Life Satisfaction of School Students in Covid-19 : Focusing on School, Home, Daily Stress (코로나19 상황에서 초·중·고 학생의 삶의 만족도에 영향을 미치는 요인 분석 : 학교생활, 가정생활, 일상적 스트레스를 중심으로)

  • Lee, Ki-Eon;Choi, Sung-Kwang
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.3
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    • pp.171-182
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    • 2021
  • This study analyzed the factors influencing the satisfaction of school students in Covid-19. The subjects of the study were surveyed in all 5th-6th grade of elementary school students, 1st-3rd grade of middle school, and 1st and 2nd grade of high school students in G metropolitan city. A total of 13,672 students participated in the survey, of which 13,613 were used for final data analysis. A hierarchical regression analysis of factors affecting students' life satisfaction showed that 22.2% of school life factors, 4.7% of home life factors, and 10.7% of daily stressors. The most influential factor in Covid-19 was home life satisfaction. Next was appearance stress for elementary school students and academic stress for middle and high school students. This can be seen as a result of Covid-19, which increased non-face-to-face classes and increased time for students to spend at home, which led to a greater impact on students' satisfaction in life. Nevertheless, middle and high school students can still see that academic stress has a significant impact on life satisfaction. Through this, it is necessary to support students to facilitate relationships, communication, studies, and leisure at home in the context of Corona 19. Especially, various educational policies must be accompanied so that the educational gap due to non-face-to-face classes does not deepen depending on the family environment.