• Title/Summary/Keyword: 사회망분석

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Analysis of algal spatial distribution characteristics using hyperspectral images and machine learning in upstream reach of Baekje weir (초분광영상과 머신러닝을 이용한 백제보 상류구간 조류 공간분포 특성분석)

  • Jang, Wonjin;Kim, Jinuk;Chung, Jeehun;Park, Yongeun;Kim, Seongjoon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.89-89
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    • 2021
  • 부영양화된 호수나 유속이 느린 하천에서 발생하는 녹조의 과도한 발생은 하천 생태계 훼손, 동식물의 건강, 담수의 오염 등 환경 사회 경제적으로 큰 피해를 준다. 현재 수질 측정망은 정해진 지점에서 Chlorophyll-a(Chl-a), Phycocyanin(PC)을 대표농도로 산정하고 조류경보에 활용하고 있으나, 일주일에 한번씩 샘플링을 통해 Chl-a 및 PC를 측정하여 시공간적인 신뢰성의 문제가 제기될 수 있다. 본 연구에서는 기존 점단위 조류 모니터링의 한계점을 개선하기 위해 초분광영상 자료를 머신러닝 기법에 적용하여 Chl-a 및 PC 산정 알고리즘을 개발하였다. 이를 위해 Chl-a와 PC의 최대 흡수, 반사 파장대, 주요 물 흡수 파장대 자료를 조합하여 9개의 파장비를 구축하였으며, 기존 연구에서 활용한 머신러닝 기법인 Partial Least Square, Random Forest, Gradient Boosting, Support Vector Machine, K-Nearest Neighbor, Artificial Neural Network를 검토하여 최적 모델을 선정하였다. 학습된 머신러닝의 성능을 R2, NSE, RMSE 목적함수를 이용해 평가하였으며, 그 결과 ANN이 각각 PC 0.801, 0.755, 11.774 mg/m3, Chl-a 0.733, 0.622, 8.736 mg/m3로 가장 우수한 성능을 보였다. 최적화 된 ANN 모델을 백제보 상류 2016-2017년 항공 초분광영상에 적용하여 시공간에 따른 조류 분포변화를 평가하고자 한다.

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The Design of Blog Network Analysis System using Map/Reduce Programming Model (Map/Reduce를 이용한 블로그 연결망 분석 시스템 설계)

  • Joe, In-Whee;Park, Jae-Kyun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.35 no.9B
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    • pp.1259-1265
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    • 2010
  • Recently, on-line social network has been increasing according to development of internet. The most representative service is blog. A Blog is a type of personal web site, usually maintained by an individual with regular entries of commentary. These blogs are related to each other, and it is called Blog Network in this paper. In a blog network, posts in a blog can be diffused to other blogs. Analyzing information diffusion in a blog world is a very useful research issue, which can be used for predicting information diffusion, abnormally detection, marketing, and revitalizing the blog world. Existing studies on network analysis have no consideration for the passage of time and these approaches can only measure network activity for a node by the number of direct connections that a given node has. As one solution, this paper suggests the new method of measuring the blog network activity using logistic curve model and Cosine-similarity in key words by the Map/Reduce programming model.

A Study on the Effect of Sustainable Supply Chain Activities on the Performance of Supply Chain Participants -Focusing on the performance creation process of suppliers and buyers- (지속가능 공급망 활동이 공급망 참여 기업의 성과에 미치는 영향에 관한 연구 -공급사 및 구매사의 성과창출 과정을 중심으로-)

  • Park, Eun Shil;Choi, Do Young
    • Journal of Digital Convergence
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    • v.20 no.1
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    • pp.107-117
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    • 2022
  • This study aims to examine the relationship between the economic, environmental and social activities of sustainable supply chains and the customer satisfaction and customer retention rate, which are the final results in the supplier's operational performance and the buyer's market performance. The survey was conducted on employees in charge of supply chain management, purchasing company, partner company, and logistics management in the company. The final 193 valid data were analyzed to verify the research hypothesis. The results of the study showed that the economic and social activities of the sustainable supply chain had a positive effect on the supplier performance and the purchaser performance, but environmental activities had a negative effect on the supplier performance. In addition, the purchasing company performance has a positive effect on customer satisfaction and customer retention rate. This study provides a theoretical basis for sustainable supply chain activities to affect the operating performance of suppliers and the market performance of buyers, and suggests implications for enhancing the competitiveness of companies through the performance creation process that affects customer performance.

A Convergence Study on Awareness of Pediatric Nurses and Nursing Prospects among Nursing Students after Pediatric Clinical Practicum (간호대학생의 아동간호학 실습 후 아동간호사와 간호직전망 인식에 대한 융합적 연구)

  • Jung, In-Sook
    • Journal of Convergence for Information Technology
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    • v.9 no.6
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    • pp.26-34
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    • 2019
  • This descriptive convergence research is to get basic data for educational program by investigating awareness on pediatric nurses and nursing prospects after pediatric clinical practicum among 143 junior nursing students. Using SPSS/Win 21.0, t-test, ANOVA, Pearson correlation coefficient and stepwise multiple regression were carried out. The awareness of subjects on pediatric nurses was $4.09{\pm}0.61$ on a scale of 5, which was higher than the traditional and social ones, and nursing prospects' was $3.31{\pm}0.65$ on a scale of 5. There're significant differences partially in awareness on pediatric nurses according to sex, age, satisfaction in nursing and practium hospitals. Awareness on nursing prospects of those who had average satisfaction in nursing was higher than others(p<.002). There was a positive correlation between subvaribles of awareness on pediatric nurses and nursing prospects(r=.287~.510, p<.01), Traditional and social awareness were the significant factors on nursing prospects in hierarchical multiple regression, and the explannation rate was 29.2%(p<.001). It's needed to raise awareness on nursing prospects by improving traditional and social awareness on pediatric nurses.

A Study on the Recognition of Population Problems of Male and Female Students using Text-mining: To Drive the Implications of Population Education (텍스트마이닝기법을 활용한 남녀 학생의 인구문제에 관한 인식 분석: 인구교육의 시사점 도출을 위하여)

  • Wang, Seok-Soon;Shim, Joon-Young
    • Journal of Korean Home Economics Education Association
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    • v.31 no.3
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    • pp.73-90
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    • 2019
  • The purpose of this study was to explore the differences in perceptions of male and female students about population problems and to draw up implications for population education. Using text mining, the report about population problem, which had written by students in population education class, were analysed. After extracting key words, semantic networks were visualized. The results were as follows. First, the high frequency words were the same for each gender. Second, key words based on frequency did not differ depending on gender. And the key words extracted by the correlation analysis and bigram were different. That is, in the semantic network of girls' words, the network of "life"-"marriage"-"birth"-"pregnancy" appeared independently, distinguishing it from male students who showed separate objective links to population problems. Therefore, it drew suggestions that male and female students should be viewed as heterogeneous groups with different cognitive structures on population problems and that the content and methods of population education should be approached differently depending on gender.

The Relationship between Socioeconomic Status and Health Inequality in Later Life: The Mediation Effects of Psycho-social Mechanisms (노인의 사회경제적 지위에 의한 건강불평등: 심리사회적 기제들의 매개효과 분석)

  • Chang, Sujie;Kim, Soo Young
    • 한국노년학
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    • v.36 no.3
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    • pp.611-632
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    • 2016
  • Solutions for elderly health issues need to be found that take into account not only a medical perspective, but also interactions with social conditions such as socioeconomic status. With this in mind, this study aims to understand how socioeconomic status leads to health inequalities for the elderly. Specifically, this study investigates the mediating effects of socioeconomic status(income and education levels), health activities as an intermediary of the three dimensions of physical health(medical health, functional health, subjective health), accessibility of medical facilities, social participation, and social network. To test the research model, a secondary data analysis was conducted on the 2014 National Survey of Senior Citizens. The participants of the study were 10,451 elderly men and women aged 65 and above. To test the mediated model, hierarchical multiple regression analysis was conducted following the procedures suggested by Baron and Kenny(1986). In addition, a Sobel test was conducted to test the mediated model's significance. According to the analysis, the effects of income and educational levels on the health of the elderly were not the same. Additionally, different results were found depending on health dimensions. However, the overall direction of the results showed that the socioeconomic status of the elderly creates health disparities, and health behaviors, accessibility of medical facilities, social participation, and social network had significant mediation effects between socioeconomic status and physical health. Study findings especially worth noting are as follows: education was shown to have a stronger effect on health than income; effects of social integration factors such as social participation were highlighted; and significant mediating effects on the accessibility of medical facilities remained even after taking residential area into account. Results of this study shed light on health inequality mechanisms due to socioeconomic conditions and the need to find alternatives to alleviate these problems.

Factors Influencing Post-Traumatic Growth in Traffic Accident Patient (교통사고 환자의 외상후 성장 영향요인)

  • Cha, Hye Ji;Bang, Sul Yeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.12
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    • pp.254-264
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    • 2019
  • This study is a descriptive correlation study investigating the effects of stress disorder symptoms, resilience, and social network on post-traumatic growth in traffic accident patients. The participants were 158 traffic accident cases enrolled from five 100-bed hospitals situated in city C. Data were collected from July 1 to August 31, 2018, and analyzed by t-test, ANOVA, Pearson's correlation coefficients, and multiple regression using SPSS / Win23. The explanatory power of post-traumatic growth was determined to be 36.9%, and the factors affecting post-traumatic growth were social network and post-traumatic stress disorder. In addition, social networks completely established the relationship between resilience and post-traumatic growth. Our results confirmed that a wider social network and increased symptoms of post-traumatic stress disorder of the traffic accident patient are associated with higher post-traumatic growth. Therefore, it is necessary to explore approaches that improve the social networks and resilience to help post-traumatic growth of traffic accident patients. Additional research is required through repetitive and long-term observation of the accident victims.

Priority Decision Making for Planning A Long-term Sustainable High-speed Rail Network using Multi-Attribute Utility Theory (지속가능한 고속철도망 계획을 위한 투자우선순위 선정에 관한 연구 : 다원-속성 효용이론을 이용하여)

  • Park, Jin-Kyung;Eom, Jin-Ki;Lee, Jun
    • Journal of the Korean Society for Railway
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    • v.11 no.1
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    • pp.45-53
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    • 2008
  • With the growing international consensus regarding sustainable development of transportation, the plan of transportation infrastructure needs to meet various requirements toward enhancing environmental conditions. Accordingly, the upcoming long-term plan of high-speed rail network has to be reflecting the sustainability of transportation systems. In this paper, we demonstrate an application of methodologies based on multi-attribute utility theory for determining priorities of sustainable high-speed rail investment. The proposed methodologies identify indicators for sustainable transportation systems such as economic, environmental, and social ones and then, evaluate priority for planning a long-term sustainable high-speed rail network by comparing the relative importance among indicators. This will help transportation agencies to prioritize high-speed rail investment toward sustainable transportation systems.