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Factors Affecting Use Satisfaction of Medical Institutions on Korean Society Adaptation of the Multicultural Families' Woman (다문화 가정 여성의 한국 사회 적응도가 의료기관 이용과정 만족도에 미치는 영향)

  • Choi, Sung-Suk;Yun, Hyun-Kyuong;Choi, Gyu-Yil
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.12
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    • pp.5875-5881
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    • 2012
  • Research objectives: This research is focused on the multicultural families based on the existing studies. The problems that the women of the multicultural families experience in this society were studied, in relation to the adaptability to Korea by identifying the elements related to the use of and satisfaction level towards medical institutions. As such, this research is expected to be used as a data that can help to provide quality medical service to the women of the multicultural families. Research method: 188 women of the multicultural families were targeted to carry out research by conducting interview and by leveraging translated survey questionnaire. Then, SPSS 18.0 program was used to conduct statistical analysis. As for the analysis methods, frequency analysis, technical statistics, ANOVA and multiple regression analysis method were used. The results of the research were as follows. First, for the satisfaction level towards medical institutions for each class following each nation, Vietnam manifested highest satisfaction level when it comes to the public sanitation clinic, followed by the Philippines and China in the order listed. Meanwhile, Japan manifested the lowest satisfaction level. In case of the Asian medicine hospital, Japan manifested the highest satisfaction level contrary to the public sanitation clinic, followed by Philippines and China in the order listed. Meanwhile, Vietnam manifested the lowest satisfaction level. Second, 'satisfaction level towards nationality, education level, income, degree of adaptation and access to the medical institutions via transportation,' degree of adaptation towards the Korean society was manifested as an influential variable. As the degree of adaptation towards the Korean society increased, satisfaction level towards the degree of access to the medical institutions via transportation was proven to be high. Third, 'Nationality, education, income, hospital administration to help adapt the level of satisfaction' income if the first 1,5 million to 2,0 million won that low satisfaction than from 1 million to 1,5 million won and Higher of Korean society to adapt was higher Hospital Administrationon the level of satisfaction Conclusion: Nationality, education level, income, degree of adaptation towards the Korean society affect satisfaction level towards medical institutions. To increase the elements that increase the satisfaction level towards the medical institutions, multi-dimensional approach by each nationality, education level and income is required. In particular, it would be considered necessary to increase the level of adaptability to Korea.

An Intelligent Intrusion Detection Model Based on Support Vector Machines and the Classification Threshold Optimization for Considering the Asymmetric Error Cost (비대칭 오류비용을 고려한 분류기준값 최적화와 SVM에 기반한 지능형 침입탐지모형)

  • Lee, Hyeon-Uk;Ahn, Hyun-Chul
    • Journal of Intelligence and Information Systems
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    • v.17 no.4
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    • pp.157-173
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    • 2011
  • As the Internet use explodes recently, the malicious attacks and hacking for a system connected to network occur frequently. This means the fatal damage can be caused by these intrusions in the government agency, public office, and company operating various systems. For such reasons, there are growing interests and demand about the intrusion detection systems (IDS)-the security systems for detecting, identifying and responding to unauthorized or abnormal activities appropriately. The intrusion detection models that have been applied in conventional IDS are generally designed by modeling the experts' implicit knowledge on the network intrusions or the hackers' abnormal behaviors. These kinds of intrusion detection models perform well under the normal situations. However, they show poor performance when they meet a new or unknown pattern of the network attacks. For this reason, several recent studies try to adopt various artificial intelligence techniques, which can proactively respond to the unknown threats. Especially, artificial neural networks (ANNs) have popularly been applied in the prior studies because of its superior prediction accuracy. However, ANNs have some intrinsic limitations such as the risk of overfitting, the requirement of the large sample size, and the lack of understanding the prediction process (i.e. black box theory). As a result, the most recent studies on IDS have started to adopt support vector machine (SVM), the classification technique that is more stable and powerful compared to ANNs. SVM is known as a relatively high predictive power and generalization capability. Under this background, this study proposes a novel intelligent intrusion detection model that uses SVM as the classification model in order to improve the predictive ability of IDS. Also, our model is designed to consider the asymmetric error cost by optimizing the classification threshold. Generally, there are two common forms of errors in intrusion detection. The first error type is the False-Positive Error (FPE). In the case of FPE, the wrong judgment on it may result in the unnecessary fixation. The second error type is the False-Negative Error (FNE) that mainly misjudges the malware of the program as normal. Compared to FPE, FNE is more fatal. Thus, when considering total cost of misclassification in IDS, it is more reasonable to assign heavier weights on FNE rather than FPE. Therefore, we designed our proposed intrusion detection model to optimize the classification threshold in order to minimize the total misclassification cost. In this case, conventional SVM cannot be applied because it is designed to generate discrete output (i.e. a class). To resolve this problem, we used the revised SVM technique proposed by Platt(2000), which is able to generate the probability estimate. To validate the practical applicability of our model, we applied it to the real-world dataset for network intrusion detection. The experimental dataset was collected from the IDS sensor of an official institution in Korea from January to June 2010. We collected 15,000 log data in total, and selected 1,000 samples from them by using random sampling method. In addition, the SVM model was compared with the logistic regression (LOGIT), decision trees (DT), and ANN to confirm the superiority of the proposed model. LOGIT and DT was experimented using PASW Statistics v18.0, and ANN was experimented using Neuroshell 4.0. For SVM, LIBSVM v2.90-a freeware for training SVM classifier-was used. Empirical results showed that our proposed model based on SVM outperformed all the other comparative models in detecting network intrusions from the accuracy perspective. They also showed that our model reduced the total misclassification cost compared to the ANN-based intrusion detection model. As a result, it is expected that the intrusion detection model proposed in this paper would not only enhance the performance of IDS, but also lead to better management of FNE.

The identification of optimal data range for the discrimination between won and lost

  • Han, Doryung;Choi, Hyongjun
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.7
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    • pp.103-111
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    • 2020
  • Performance indicators have often investigated and developed in order to identify foundational elements and factors for an enhancement of performance in sports. In order to identify the valid performance indicators it is important that the indicators used within a performance analysis system discriminate between the winning and losing performances within a match (Hughes and Bartlett, 2002). However, the performance indicators proposed in research studies on basketball performance have not been used for real-time analysis and feedback within a coaching context. Such real-time support for the coach and players has been described within research on other sports (Choi et al., 2004; O'Donoghue, 2001; Palmer et al., 1997). Within the process of real-time feedback, the identification of relevant performance indicators that distinguish winning and losing performances should be the first stage of the development of a real-time analysis system. Therefore, this study investigated the differences between winning and losing teams in terms of a set of performance indicators gathered during the analysis of 10 English National Basketball League matches. Winning and losing teams were compared using whole match data (N=10) as well as individual quarters (N=40). A series of Wilcoxon Signed Ranks tests was used to identify the relevant performance indicators that discriminate between winning and losing performers within whole matches and individual quarters. The tests found that 3 point shots made (p<0.05) and Assists (p<0.05) were significantly different between winning and losing teams within matches. However, 2 point shots made (p<0.05), 2 point shots attempted (P<0.05), percentages of 2 point shots scored (p<0.05), 3 point shots made (p<0.05), Defensive Rebounds (p<0.05) and Assists (p<0.05) were significantly different between winning and losing performance within quarters. The analysis task should be based on relevant performance indicators which explain the current performances to performance analysts and coaches. Within a real-time analysis and feedback scenario, this will have the additional benefit of supporting a decision based on immediate performance within the most recent quarter. Consequently, the real-time analysis system would use performance indicators which have the property of construct validity to support the decisions of the coach.

A Study on the Relationship of School Oral Health Clinics to the Dental Caries Experience of Children (초등학교 내 학교구강보건실 운영 여부에 따른 아동의 치아우식경험도 비교 연구)

  • Lim, Soon-Hwan;Kim, Eung-Kwon;Gwon, Mi-Young
    • Journal of dental hygiene science
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    • v.5 no.4
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    • pp.233-238
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    • 2005
  • The study was intended to investigate elementary schoolers' oral health status according to whether the school have and manage an school oral health clinic or not in order to provide useful information for continuously developing the school oral health clinic 1,163 children in Hwasan elementary school in Hwasung city and 485 children in S elementary school in the same locality were selected as the experimental group and the control group, respectively, and orally examined from May 1st to 30th, 2004. The findings from the oral examination were as follows. 1. DMF rate was higher in the higher grades in both the groups. The rate was lower in the experimental group with 45.1% of the children than in the control group with 65.3% of the children. 2. DMFT rate also were higher as the grades were higher in both the groups. The ratio was lower in the experimental group with 30.4% of the children than in the control group with 44.6% of the children. 3. DMFT index was 1.0 in number in the experimental group and 1.6 in the control group. Index increase from the 1st grade to the sixth grade was also more positive in the experimental group. 4. DT rate was a little higher in the experimental group in the first graders, but comparatively decreased to the grades while increased in the control group. In the sixth graders, the rate was 42.4% in the experimental group and 87.7% in the control group, the former was less than the latter by about 50% point. 5. FT rate was a little higher in the control group for the first graders but increased in the experimental group to the grades. The rate in the sixth graders was higher by more than double in the experimental group. Based on the above findings, the region of the study had better oral health statistics than in other regions. The operation of school oral health clinics that provide dental health care to children at the right time seems to contribute to enhancing their dental health status by preventing against dental diseases and changing their relevant knowledge, attitude and behaviors. In the future, more school oral health clinics should gradually be prepared to push ahead with a sustained, extensive dental health project geared toward school-aged children. To make it happen, dental hygienists who are professional medical personnels should be taken advantage of, and in order to beef up the efficiency of preventive measures and oral health education, the best dental health care services should be offered by harnessing dental hygienists and dentists who work at public dental clinics run by local governments.

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A Study on the School Health Education Programs Performed by School Nurses in Seoul Area (서울 시내 일부 국민학교에서 양호교사가 실시하고 있는 보건교육의 실태조사. (교실 수업을 중심으로))

  • 방에스터
    • Korean Journal of Health Education and Promotion
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    • v.5 no.2
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    • pp.26-40
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    • 1988
  • This survey was conducted to find out the present status of health education program being provided in primary schools focusing its planning, operation, contents and attitude of school nurses in September, 1988. Total 413 school nurses who are presently working in Seoul city was surveyed by mail and 167 school nurses who responded to the questionnaire were finally ana lysed. The following results were obtained. 1. The general charcteristics of the school nurses′ surveyed. As for age distribution, 30-40 age group was 60.4% the highest and the mean age was 30. 13. As for educational attainment, junior nursing college was 71.9%. 68.3% of the surveyed was married and 43.1% of them has 5-10 years of working experiences. As for schools where school nurses are presently working, 31.7% has 2,000-3,000 students, 22.8% has 50-60 classes and 5 schools have more than 80 classes. 2. Planning of a school health education School health education was planned every semester in 55.7%, which was the highest. As for utilization status of the materials for planning of a school health education as a referance, 86.8% of the total respondants utilized the guidelines published by Seoul city School nurses′ Association, and the administrative guidelines for school health, textbooks, school health statistics and articles related to school health in order. It was tried whether the number of referances being utilized was related to the working experiences. It was found that the shorter the experiances, the more materials were utilized. It was answered that teaching plan for health education was prepared by school-nurses themselves (95.2%), and was differentiated as three levels as the first and second grades, the third and fourth grades, and the fifth and sixth grades 3. The contents of the school health education 16 subjects offered to 6 grades of students were surveyed as follows. As for fifth and sixth grades, contents on growth and development was most widely provided as 54.5%, and 68.9%, respectively. And the next to this subject, dental health education was also frequently offered to the second, third and fourth grades as 50.9%, 68.9%, and 47.3%, respctively. 4. The operation of school health education Health education provided by school nurses was conducted formallu in 36.6%, and formally of informally accordin to grades in 43.9%. It was answered that 50.3% of the surveyed school had started health education from 1987, when the plan for activation of school health was ordered from. Educational Committee. Teaching hours of school nurses was 6 in 32.9%, which was the highest. The lesson was provided for class unit in 77.2%, and sex education was sometimes offered to male and female students separately. As for support of health personnels out of school for health education, 79.0% did not receive any support. If there were any aids out of school, 62.9% received them from other related agencies and 74.3% anwered that it was once in a semester. As for expenses for health education, 57.3% did not input any expenses alloted to school health program as a whole. As audio-visual materials, slides were utulized most frequently and models, and charts in order. 5. Awareness of school nurses on the operation of school health education School nurses evaluated their educational quality as a health educator subjectively, 60-70% of them answered to be average in 4 domains such as knowledge, educational skill, ability to prepare teaching plan, and cooperation. As for the awareness on the support and cooperation of the higher institutions, 46.4% -61.8% answered that "so and so" toward Ministry of Education and Ministry of Affairs, and 13-37% "not supportive" Teachers of the corresponding schools were answered to be "so and so" in 55.9%-56.7%, and "very supportive" in 33.34%. There was a significant difference in formality of the lesson according to the support of the superintendent.

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Health Promoting Behaviors among 6th Grade Students According to Sex (성별에 따른 학령후기 아동의 건강증진행위 비교연구)

  • Kim Hye-Young
    • Child Health Nursing Research
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    • v.5 no.1
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    • pp.38-47
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    • 1999
  • This study is the study on health promoting behaviors of 6th grade students according to sex. The purpose of this study is to find the difference in the value of health in their lives among 6/sup th/ grade students according to sex, to examine the differences in practicing health promoting behaviors, and to determine the correlation between the practice of health promoting behaviors and the characteristics of these students. The subjects of this study were 177 6/sup th/ grade students who were randomly selected from two elementary schools in Taegu City. The tools used to measure health promoting behaviors were the measuring utility for practicing health promoting behaviors developed by Kyung-Suk Ki (1983) and the utility for the values of health in lives developed by Wallston, Maides and Wallston and translated by Gin Yoon (1989). The data collected were analyzed with t-test, Pearson correlation coefficient, and descriptive statistics using SPSS program. The results of the present study were as follows : 1) According to the results of the value placed in health in their lives, the number of students who placed health high in their lives was 69 boys (75%) and 64 girls (75.3%). 2) According to the results obtained from comparing the degree of practicing health promoting behaviors according to sex, in the field of personal hygiene and daily habits, the girls showed a higher degree of practice with 3.26±0.33 and the boys, 3.05±0.45(t=-3.484, p=0.001) : and in the field of contagious diseases, the girls scored significantly higher with 3.40±0.39 than the boys with 2.99±0.54(t=-2.363, p=0.019). In the filed of preventing accidents, the girls showed a meaning high significant result with 3.16±0.46 than the boys with 2.99±0.54(t=-2.362, p=0.019). When the results from the total questions in the field of health promoting behaviors were compared, the girls showed a meaningfully high correlation with 3.19±0.28 than the boys with 3.07±0.36(t=-2.601, p=0.010). Thus, the results showed that the girls, compares with the boys, practice more behaviors of personal hygiene & daily habits, prevention of communicable diseases, and prevention of accidents. 3) According to the results of the relationship between the subjects’ characteristics and their health promoting behaviors according to set in the case of the boys, they showed a meaningful positive correlation with health promoting behaviors and the current status of health (r=0.266, p=0.005). Thus, for the boys, as their health status was better, the more health promoting behaviors they showed. In the case of the girls, the meaningful variables had a correlation with the health promoting behaviors were the number of extra-curricula activities(r=0.182, p=0.047) and the birth order(r=-0.192, p=0. 024). In overall regardless of sex, the health status (r=0.188, p=0.006) and birth order(r=-0.149, p=0.024) showed a meaningful correlation with practicing health promoting behaviors. With the above results, we suggest the following proposals. 1) In elementary children of lower and upper classmen as applied with the current school age, developing a utility to measure health promoting behaviors is needed since the physical, emotional and intellectual development of these children exist. 2) According to the results of this study, developing a program for health promotion is needed in 6/sup th/ grade students.

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Analysis of Factors Influencing Entrepreneurial Performance at the University Level for Becoming Entrepreneurial Universities (기업가형 대학(Entrepreneurial University)을 위한 대학의 창업 성과 영향요인 분석)

  • Lim, Hanryeo;Hon, Sungpyo
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.15 no.2
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    • pp.19-32
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    • 2020
  • The purpose of this study was to investigate the influence factors of the university level centering on the entrepreneurial performance of the university students and full-time faculties in the situation of increasing interest in entrepreneurial university. In order to achieve the purpose of the study, a panel data was established from 2015 to 2018 on the basis of the university notification data. The panel data included universities with data on the number of university students and full-time faculty founders for at least two years. Through this, four year data from 154 universities were used for analysis. As an analysis method, frequency analysis and descriptive statistics were conducted to understand the characteristics of the university. Since then, panel negative binomial regression analysis has been conducted in consideration of the longitudinal features and distribution of the data. Also, based on the Hausman test results, the results were interpreted based on random effect model. The results of this study are as follows. First, as a result of the analysis of the entrepreneurial performance and the change trend of the domestic university from 2015 to 2018, the entrepreneurial performance of the university has been steadily increasing in the last four years, and the increase in the number of university student entrepreneurs was relatively higher than the full-time faculties. Second, economic and educational approaches need to be combined to promote university students' start-ups. The university factors that promote the start-up of university students were found to be scholarships, start-up grants, startup lectures, and startup clubs. Third, the openness and regional characteristics of the univeristy can promote the establishment of university students. Fourth, the establishment of a research environment and support for start-ups for full-time faculty members can enhance their start-up performance. The university factors that promote the start-up of full-time faculty were research funds and staffes who support start-up. The conclusions drawn from these findings are as follows. First, overall efforts are needed to develop into an entrepreneurial university. Second, in order to change into an entrepreneurial university, direct support for entrepreneurship is needed. Third, as an entrepreneurial university, it is necessary to find a way to bridge the gap by university according to region and size. Fourth, it is necessary to reinforce the support for linking the research results of universities to start-ups. Fifth, it is necessary to improve the atmosphere for full-time faculty members to be entrepreneur.

Analysis of Tasks and Education Needs for Dental Hygienist for Development of Dental Hygiene Curriculum (치위생 교육과정 개발을 위한 치과위생사의 직무현황 및 교육요구도 분석)

  • Kim, Eung-Gwon;Lim, Soon-Hwan;Kwon, Mi-Young;Choi, Young-Yuhn;Han, Ji-Hyoung
    • Journal of dental hygiene science
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    • v.14 no.1
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    • pp.35-42
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    • 2014
  • In this study we analysed frequency and importance of tasks, and education needs of 114 people working in dental clinics to be a reference of dental hygiene curriculum development. The results are as follow: The order of performance frequency is management support, preventive dental treatment, dental treatment assistance and oral health education, and the order of importance level of tasks and education needs is management support, dental treatment assistance, preventive dental treatment and oral health education. There is no statistically significant difference of performance frequency by general characteristics. The tasks considered most important level depending on general characteristics are oral health education in age of 40s (p<0.05), dental treatment assistance in dental hygienists (p<0.05), management support in women (p<0.05), dental hygienists (p<0.05), and more experienced workers (p<0.05). The most need for Educations depending on general characteristics are oral health education in women (p<0.05), dental treatment assistance in women (p<0.001) and dental hygienists (p<0.001), and management support in Seoul region (p<0.05). The importance of tasks and education needs have correlations. The results showed management support and dental treatment assistance are considered important in dental clinics and most needed job competency for dental hygienists.

Exploratory Study on the Effect of the Entrepreneurial Infrastructure Institution on the Regional Employment: Focusing on the Partner Square of N Company (창업 인프라 기관의 지역 고용효과에 관한 탐색적 연구: N사 파트너스퀘어를 중심으로)

  • Kim, Jong Sung;Shim, Jae Hun;Kim, Do Hyeon
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.15 no.3
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    • pp.223-231
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    • 2020
  • Governments and private companies have established various local entrepreneurial infrastructure institutions in most regions in order to reduce youth unemployment, and boost youth entrepreneurship and regional employment. However, previous studies has been limited to explore the impact of the entrepreneurial infrastructure institutions on the willingness of start-up entrepreneurs. Thus, the main purpose of this study is to fill in the gaps of the research, identify the effect of the entrepreneurial infrastructure institutions on regional employment focusing on the Partner Squares which are entrepreneurial infrastructure institutions in several regions and established by N company, and set a foundation for further research regarding the effectiveness of the entrepreneurial infrastructure institutions. In order to verify the effectiveness of the Partner Squares on the local employment, we use the raw data of the Economically Active Population Survey (Statistics Korea) and analyze the effectiveness by using the Difference-in-Differences model. The main findings are as follows. While the Partner Square Seoul has not statistically influenced on the employment of local youth workers, the Partner Square Busan has increased about 3% of the average number of employees (575 thousand) from May 2017 to July 2019, increasing the number of local youth workers by 17,000. Also, after the establishment of the Partner Square Gwangju, the institution has increased 4,500 local employees, which is about 1.7% of the average number of employees (267,000) from September 2018 to July 2019. This implies that the Partner Squares provide a variety of effective start-up education programs and networks for pre-starters and founders in the region, thereby helping them to grow and boosting the local employment. An important implication is that by using government statistical data, we find roles of entrepreneurial infrastructure institutions to revitalize local economy and employment. In future studies, studies need to be conducted considering various exogenous variables that can affect local employment, such as the government industrial policies and entrepreneurial infrastructure institutions other than the Partner Squares.

Analyzing the Driving Forces for the Change of Urban Green Spaces in Daegu with Logistic Regression and Geographical Detector (로지스틱 회귀분석과 지리 탐색기를 이용한 대구시 녹지 변화의 동인 분석)

  • Seo, Hyun-Jin;Jun, Byong-Woon
    • Journal of the Korean association of regional geographers
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    • v.23 no.2
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    • pp.403-419
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    • 2017
  • This study analyzed the forces to drive the change of urban green spaces in Daegu from 1989 to 2009. First, the loss and fragmentation of green spaces in the past 20 years were spatially identified by performing the hot spots analysis for the cell-based spatial metrics quantifying the size and diversity of green spaces. Next, seven drivers such as slope, distance to roads, land price, population density, ratios of residential, commercial, and industrial areas were selected based on the previous studies and the direction of the association between the loss and fragmentation of green spaces and seven drivers was analyzed with the stepwise logistic regression. Finally, the relative importance of the seven drivers and their interactions in the past 20 years were analyzed with the geographical detector. The results show that the loss of green spaces was concentrated on a part of the Anshim housing development district from 1989 to 2009 and green spaces were highly fragmented around the housing development districts such as Seongseo, Anshim, Dalseong-gun and Chilgok. The forces to drive the loss and fragmentation of green spaces in these areas were different at the administrative levels, but the drivers such as slope and ratios of residential and industrial areas were commonly significant. These drivers were positively correlated with largest patch index(LPI) quantifying the loss of green spaces while they were negatively correlated with Shannon's diversity index(SHDI) measuring the fragmentation of green spaces. In other words, the loss and fragmentation of urban green spaces in Daegu appeared around such regions with lower slope and lower ratios of residential and industrial areas. The relative importance of drivers for LPI was listed as ratio of industrial area, land price, and ratio of commercial area in descending order whereas that of drivers for SHDI was listed as ratio of industrial area, land price, and distance to roads in descending order. Also, the interaction between slope and ratio of residential area had a great impact on LPI and SHDI. The ratio of industrial area was a single driver to most significantly explain the loss and fragmentation of urban green spaces in Daegu in the past 20 years. The interaction between slope and ratio of residential area was greater than the independent influence of a single driver. This study will provide the base data to build a sustainable urban green policy for the city of Daegu in the near future.

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