• 제목/요약/키워드: Causal Network

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학교 보건사업 협력 네트워크 분석 (The network analysis for school health program)

  • 배상수
    • 보건교육건강증진학회지
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    • 제33권3호
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    • pp.1-11
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    • 2016
  • Objectives: The challenging issue of public health program is to strengthen partnership and network between health resources. This study identified the structure and characteristics of school health program network. Methods: In this paper we collected data from schools and organizations in 4 local communities in 2014 that participated to school health program. Using social network analysis techniques we measured the number of component, diameter, density, average degree, node centralization for each network. Results: We determined that networks shared some common organizational structure such as less density, low average degree, and short diameter. Networks were dominated by the health center, and directions of collaborations between nodes were mostly one-way. Conclusions: These findings can help to depict the network of school health program. The further research is necessary to define causal relationship between network effectiveness and public health outcomes.

베이지안 네트워크를 이용한 기업의 사회적 책임활동과 재무성과 (Bayesian Network Analysis for the Dynamic Prediction of Financial Performance Using Corporate Social Responsibility Activities)

  • 선은정
    • 경영과정보연구
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    • 제34권5호
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    • pp.71-92
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    • 2015
  • 본 연구는 기업의 사회적 책임(CSR: corporate social responsibility)활동이 재무성과에 미치는 영향을 베이지안 네트워크를 통해 분석하였다. 본 연구에서는 선행연구에서 널리 사용되어 온 분석방법인 다중회귀분석방법의 종속변수와 설명변수간에 획일적인 선형함수만을 가정하는데에서 나오는 문제점을 극복하고자 한다. 즉, 기업의 재무성과에 영향을 미치는 경영자의 사회적 책임활동간에 존재하는 인과관계를 도출할 필요가 있다. 이는 어떤 변수가 다른 어떤 변수와 직접 또는 간접적 인과관계를 통하여 기업의 재무성과에 영향을 주는지를 의사결정자에게 알려줌으로써 보다 효과적으로 기업의 재무성과를 개선시킬 수 있도록 지원할 수 있다. 이를 위하여 본 연구에서는 일반 베이지안 네트워크 (GBN: General Bayesian Network)을 제안하고 GBN에서 유도되는 마코프 블랭킷 (Markov Blanket)을 제시한다. 본 연구는 경제정의실천시민연합 산하 경제정의연구소에서 조사한 한국의 대표적 기업 약200개의 2005년부터 2011년까지 경제정의지수(Korean economic justice institute index: KEJI index)를 기초로 실험한 결과 기업성과측정치에 따라 차이는 보이지만 건전성(CSR1_20)과 경제발전기여도(CSR7_10)는 모든 기업의 재무성과에 직접적인 인과관계를 나타내었으며, 소비자보호만족도(CSR4_7), 환경보호만족도(CSR5_10) 및 종업원만족도(CSR6_10)는 각 측정지표간의 직 간접적인 인과관계를 나타내어 서로에게 중요한 영향을 미치고 있음을 나타내었다. 또한, what-if 민감도 분석을 통해 기업재무성과에 직접적인 인과관계가 있는 변수들의 사전확률이 변할 대 사후확률의 변화를 분석하여, 본 연구에서 제안한 방법이 모두 통계적으로 유의한 결과를 제공한다는 것이 실증적으로 검증되었다.

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음향 신호의 양방향적 연관성을 고려한 유해 콘텐츠 검출 기법 (Pornographic Content Detection Scheme Using Bi-directional Relationships in Audio Signals)

  • 송광호;김유성
    • 한국콘텐츠학회논문지
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    • 제20권5호
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    • pp.1-10
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    • 2020
  • 본 논문에서는, 최근 인터넷을 통해 빠르게 확산하고 있는 음향 중심의 음란 콘텐츠를 정확하게 검출하기 위해, 음향의 이웃 신호들 사이에 존재하는 양방향적 연관성을 기반으로 콘텐츠의 유해성을 판단하는 기법을 제안한다. 이웃한 음향 신호들간의 양방향적 연관성을 추출하기 위하여, 양방향 확장-인과 컨벌루션 연산(bi-directional dilated-causal convolution operation)들을 수행하는 확장-인과 컨벌루션 블록을 쌓아 만든 다층구조 양방향 확장-인과 컨벌루션 네트워크를 제안한다. 제안된 유해 콘텐츠 검출 기법의 효용성 검증을 위한 실험에서는 음향 신호의 각 시점으로부터 추출한 단순 특징 벡터를 기계학습 모델로 분류하는 기존 방법, 기존의 확장-인과 컨벌루션 블록을 적용해 음향 시계열 데이터의 순 방향 연관성만을 이용하는 기법, 그리고 본 연구에서 제안한 음향 시계열 데이터의 양방향 연관성까지 이용하여 유해성을 판단하는 기법의 분류 정확성을 비교하였다. 실험 결과에 의하면 본 연구에서 제안한 기법이 최대 84.38%의 인식 정확도를 가지며 이는 기존의 단순 특징 벡터를 이용하는 방법보다 약 25.80% 높고 순 방향 연관성만을 이용하는 기법보다 약 3.10% 높은 것으로 분석되었다.

첨단기술제품에 대한 소비자의 지속적 사용결정의 프레임워크 (A Framework of the Consumer's Continuous Usage Decision of High Technology Products)

  • 현정석
    • 대한안전경영과학회지
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    • 제1권1호
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    • pp.217-230
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    • 1999
  • The prevalent phenomenon in the high technology market shows market-determined do facto standard is preferred to de jure standard determined by formal organization. The purpose of the study is to provide a framework to empirically examine the relationship between network externalities and switching costs from the consumer's point of view Key findings of the study are : First, physical compatibility and upgradability are positively related to the network externalities. Second, conceptual compatibility and expertise are negatively related to the switching costs. Third, the network externalities and the switching costs are positively related to the continuous usage decision. Finally, the network externalities are positively related to the switching costs. The followings are major implications of the study. First, network externalities and bandwagon effects have different causal relationship respectively. Second, contrast to Weiss and Heide's (1993) study, the study suggests multiple dimensions of compatibility, Third, physical compatibility and upgradability increase switching costs through network externalities as the moderator.

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How Shipping Company Satisfies Shippers Through Service Quality in South Korea: The Mediation Role of Trust

  • Roh, Taewoo;Park, Keun-Sik;Oh, Yeeun;Noh, Jinho
    • Journal of Korea Trade
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    • 제25권5호
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    • pp.19-38
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    • 2021
  • Purpose - This study aims to verify the direct causal relationship between cost competitiveness and global network competitiveness, which are the tangible service quality factors determined by the shipping company, which in turn affect the shipper's customer satisfaction. Additionally, we empirically investigate the intangible, related service qualities determined by shipping companies, such as operational competitiveness and customer relationship quality, and how these then positively affect customer satisfaction through the formation of trust. Therefore, we examine the mediating effect of trust formation among different contractors for shipping services. Design/methodology - In order to examine the shipping company's tangible and intangible service-qualities perceived by the shipper on customer satisfaction and the process of trust formation between contractors, we collected valid data from 114 respondents out of 200 distributed questionnaires. The respondents consisted of domestic freight forwarders who engage with domestic and international shipping and logistics agencies. Descriptive statistics, confirmatory factor analysis, reliability, convergent and discriminant validities, common method bias, and PLS-SEM (partial least square-structural equation model) were analyzed using the program STATA 16. Findings - The findings of this study are as follows. First, our results showed that all hypotheses assumed in this study had statistically significant supporting evidence. Second, it was found that the mediating effect of trust was significant in affecting the quality of intangible service- qualities for customer satisfaction. Third, through supplementary analysis, we found that the global network competitiveness of domestic shipping companies will increase in importance in the future. In conclusion, the theoretical and practical implications of these findings are presented. Originality/value - This study reaffirmed the traditional causal relationship between customer satisfaction and tangible service quality. Additionally, we also contribute to the literature on the understanding of the causal relationship between trust formation and customer satisfaction through intangible interactions from a long-term perspective.

Implications of the Dunbar Number in Collective Intelligence based on Social Network Services

  • Kim, Tae-Won;Jung, Jae-Rim;Kim, Sang-Wook
    • International Journal of Contents
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    • 제8권3호
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    • pp.1-6
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    • 2012
  • This study establishes a simple Causal Map in order to understand the structure of Social Network Services(SNS). From this, the paper proposes a simulation with drawing Simulation Model and it examines whether a Dunbar Number is available for the emergence of collective intelligence based on an on-line network. Through my analytical research, it turn out both Closed SNS and Open SNS have their own Dunbar Number. However, it appear that Open SNS can expand infinitely as it has a unique property namely weak tie. This implies that it is significant for a system or policy to be developed in order to overcome the problem of Dunbar Number, whereas restricting the extension of a network by considering the Dunbar Number would have a negative impact on emergence of collective intelligence.

SNS 관광정보 서비스품질이 사용자 만족과 재이용의도에 미치는 영향: 가치의 매개효과를 중심으로 (An Effect of SNS Tourism Information Service Quality on User Satisfaction and Reuse Intention: Focusing on Mediating Effect of Value)

  • 김태경;조철호
    • 품질경영학회지
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    • 제43권2호
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    • pp.185-200
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    • 2015
  • Purpose: Present study was designed to examine the casual relationships among tourism information service quality, value, user satisfaction, and reuse intention in social network service(SNS). Also, we intended to testify the mediating role of value in causal model. We applied path analysis model in order to test the hypotheses and research model. Methods: Survey tool, that is, questionnaire has obtained validity through literature survey, exploratory survey and pretest and sample 272 was selected. For statistical treatment of pretest and main analysis, SPSS18.0 and AMOS18.0 were employed and structural equation model was employed as analysis method. Results: Result of this study shows as follows. Two factors(ease of understanding and structure) have an effect on user satisfaction and reuse intention, and we found that value played a significant and important role in causal relationship. Therefore, value was empirically confirmed as t he import ant fact or preceding user satisfaction and reuse intention. Conclusion: Present study shows that two factors(ease of understanding and structure) in via of value, were important factors that related business companies have to emphasize to raise performance. However, present study has some limitations to additionally research in the future.

계량 서지정보를 이용한 지식구조 분석방법 및 연구관리에 관한 연구동향 : 정부출연연구소 사례를 중심으로 (Knowledge Structures and Research Management based on Bibliographic Analysis : A Case of Government-funded Research Institutes in Korea)

  • 정우성;양현채
    • 한국경영과학회지
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    • 제40권4호
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    • pp.65-81
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    • 2015
  • As research management is growing in importance for research organizations, their disciplinary structures need to be interpreted. However, it is not only difficult but ambiguous to detect causal relations between subjects because diverse disciplines interacting with each other lead the development of organizational research. Therefore, this article summarizes the major concepts and results recently achieved in the related fields such as research management, bibliographic analysis, information theory, and networks to characterize organizational knowledge structures. Relevant analytical methods obtained from the literature can be applied to empirical situations. Predictive causal relations can be measured using an information theoretic indicator on a series of organizational research portfolios identified from bibliographic information. A network approach would be suitable to manage organizational research effort from a holistic view. Knowledge structures of the Government-funded Research Institutes in Korea are explored experimentally.

SNS 공연예술 정보서비스품질이 초기신뢰와 프로슈머 활동에 미치는 영향: 무용공연을 중심으로 (An Effect of SNS Performance and Arts Information Service Quality on Initial Trust and Prosumer Activity: Focusing on Dance Performance)

  • 박선우;조철호
    • 품질경영학회지
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    • 제44권1호
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    • pp.199-214
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    • 2016
  • Purpose: The present study was designed to examine the casual relationships among performance and arts information service quality, initial trust, user satisfaction, reuse intention and prosumer activity in social network service(SNS). Also, we intended to explore significant factors on use performance of SNS through causal model analysis in the viewpoint of total effect. Methods: As a survey tool, questionnaire has obtained validity and reliability through literature survey, exploratory survey and pretest and sample 403 was selected. For statistical treatment of pretest and main analysis, SPSS18.0 and AMOS18.0 were employed and structural equation model was employed as analysis method. Results: Result of this study shows as follows. Two factors (precision and reciprocal action) have an effect on user satisfaction, initial trust, reuse intention and prosumer activity. We found that with an importance of initial trust, prosumer activity can be a useful and significant factor in causal relationship of SNS. Conclusion: The present study shows that two factors(precision and reciprocal action) in via of initial trust, were important factors that related companies have to emphasize to raise performance, And also we confirmed new factor 'prosumer activity' through this study. However, the present study has some limitations to be studied in the future.

동시 출현 기반 키워드 네트워크 기법을 이용한 이동식 사다리 추락 재해 위험 요인 연관 구조 모델링 (Correlational Structure Modelling for Fall Accident Risk Factors of Portable Ladders Using Co-occurrence Keyword Networks)

  • 황종문;신성우
    • 한국안전학회지
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    • 제36권3호
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    • pp.50-59
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    • 2021
  • The main purpose of accident analysis is to identify the causal factors and the mechanisms of those factors leading to the accident. However, current accident analysis techniques focus only on finding the factors related to the accident without providing more insightful results, such as structures or mechanisms. For this reason, preventive actions for safety management are concentrated on the elimination of causal factors rather than blocking the connection or chain of accident processes. This greatly reduces the effectiveness of safety management in practice. In the present study, a technique to model the correlational structure of accident risk factors is proposed by using the co-occurrence keyword network analysis technique. To investigate the effectiveness of the proposed technique, a case study involving a portable ladder fall accident is conducted. The results indicate that the proposed technique can construct the correlational structure model of the risk factors of a portable ladder fall accident. This proves the effectiveness of the proposed technique in modeling the correlational structure of accident risk factors.