• 제목/요약/키워드: Causal Relationship Analysis

검색결과 914건 처리시간 0.025초

빅데이터 분석 기반의 오피니언 마이닝을 이용한 정보화 사업 평가 분석 (An Analysis of IT Proposal Evaluation Results using Big Data-based Opinion Mining)

  • 김홍삼;김종수
    • 산업경영시스템학회지
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    • 제41권1호
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    • pp.1-10
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    • 2018
  • Current evaluation practices for IT projects suffer from several problems, which include the difficulty of self-explanation for the evaluation results and the improperly scaled scoring system. This study aims to develop a methodology of opinion mining to extract key factors for the causal relationship analysis and to assess the feasibility of quantifying evaluation scores from text comments using opinion mining based on big data analysis. The research has been performed on the domain of publicly procured IT proposal evaluations, which are managed by the National Procurement Service. Around 10,000 sets of comments and evaluation scores have been gathered, most of which are in the form of digital data but some in paper documents. Thus, more refined form of text has been prepared using various tools. From them, keywords for factors and polarity indicators have been extracted, and experts on this domain have selected some of them as the key factors and indicators. Also, those keywords have been grouped into into dimensions. Causal relationship between keyword or dimension factors and evaluation scores were analyzed based on the two research models-a keyword-based model and a dimension-based model, using the correlation analysis and the regression analysis. The results show that keyword factors such as planning, strategy, technology and PM mostly affects the evaluation result and that the keywords are more appropriate forms of factors for causal relationship analysis than the dimensions. Also, it can be asserted from the analysis that evaluation scores can be composed or calculated from the unstructured text comments using opinion mining, when a comprehensive dictionary of polarity for Korean language can be provided. This study may contribute to the area of big data-based evaluation methodology and opinion mining for IT proposal evaluation, leading to a more reliable and effective IT proposal evaluation method.

PROCESS ANALYSIS OF AUTOMOTIVE PARTS USING GRAPHICAL MODELLING

  • IRIKURA Norio;KUZUYA Kazuyoshi;NISHINA Ken
    • 한국품질경영학회:학술대회논문집
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    • 한국품질경영학회 1998년도 The 12th Asia Quality Management Symposium* Total Quality Management for Restoring Competitiveness
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    • pp.295-300
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    • 1998
  • Recently graphical modelling is being studied as a useful process analysis tool for exploratory causal analysis. Graphical modelling is a presentation method that uses graphs to describe statistical models of the structures of multivariate data. This paper describes an application of this graphical modeling with two cases from the automotive parts industry. One case is the unbalance problem of the pulley, an automotive generator part. There is multivariate data of the product from each of the processes which are connected in the series. By means of exploratory causal analysis between the variables using graphical modeling, the key processes which causes the variation of the final characteristics and their mechanism of the causal relationship have become clear. Another case is, also, the unbalanced problem of automotive starter parts which consists of many parts and is manufactured by complex machinery and assembling process. By means of the similar technique, the key processes are obtained easily and the results are reasonable from technical knowledge.

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Causal Association Between Alcohol Consumption and Atrial Fibrillation: A Mendelian Randomization Study

  • Jung-Ho Yang;Ji-An Jeong;Sun-Seog Kweon;Young-Hoon Lee;Seong-Woo Choi;So-Yeon Ryu;Hae-Sung Nam;Kyeong-Soo Park;Hye-Yeon Kim;Min-Ho Shin
    • Korean Circulation Journal
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    • 제52권3호
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    • pp.220-230
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    • 2022
  • Background and Objectives: Previous observational studies presented a positive association between alcohol and atrial fibrillation (AF). However, previous studies using genetic polymorphisms on the causal relationship between alcohol consumption and AF have reported conflicting results. This study aimed to evaluate the causality between alcohol consumption and AF using the aldehyde dehydrogenase 2 (ALDH2) rs671 polymorphism, which is the genetic variant with the most potent effect on drinking behavior. Methods: A total of 8,964 participants from the Dong-gu Study were included in the present study. The causal association between alcohol consumption and AF was evaluated through a Mendelian randomization (MR) analysis using the ALDH2 rs671 polymorphism as an instrumental variable. Results: No significant relationship between alcohol consumption and AF was found in the observational analysis. However, the genetic analysis using the ALDH2 polymorphism showed a significant association in men. In the MR analysis, genetically predicted daily alcohol consumption was positively related to AF. Conclusions: MR analysis revealed a significant association between the amount of alcohol consumption and AF, which suggests that the association may be causal.

골프 지도자의 코칭행동이 지도자 신뢰 및 재등록 간의 인과 관계 (The Causal Relationship Between Coaching Behavior of Golf Leaders and Leader Trust and Re-Registration)

  • 임영삼
    • 한국응용과학기술학회지
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    • 제39권2호
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    • pp.220-232
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    • 2022
  • 본 연구는 골프 분야에서 인적 서비스에 해당하는 골프 지도자의 코칭행동과 지도자 신뢰, 재등록 간에 일어나는 현상을 분석하기 위해 2022년 2월 1일~3월 11일까지 223명을 유효표본으로 인과 관계 분석(SEM)을 실시하였다. 첫째, 코칭행동과 지도자 신뢰 간에 인과 관계가 성립되었고, 둘째, 지도자 신뢰와 재등록 간에 인과 관계가 성립되었다. 마지막으로 코칭행동과 재등록 간에 부분적으로 채택이 되었지만, 지도자 신뢰의 간접효과로 행동의 유효성을 존재한다는 결과를 도출하였다. 따라서 고객이 인식하는 코칭행동은 다양한 변수에 의해 영향력이 존재하며, 지도자 신뢰는 골프장 경영성과에도 막대한 영향력을 행사하는 것으로 나타나 변화하는 골프 시장에서 인적 서비스가 주목되어야 할 부분임을 강조하는바 기존 선행연구와 본 연구를 대입한 경영전략이 필요하다 사료 된다.

정신병원의 비용투입 대비 의료수익산출 DEA 효율성, 부가가치생산성, 경영성과 간의 관계 (Relationship between DEA Efficiency of Costs-Patient Revenues, Productivity per Value Added, and Management Performance in Mental Hospitals)

  • 정용모;하오현
    • 보건의료산업학회지
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    • 제9권3호
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    • pp.57-67
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    • 2015
  • Objectives : This study has analyzed the relationship between DEA efficiency of costs-patient revenues, productivity per value added and management performance in mental hospitals. Methods : The relationship between DEA efficiency of costs-patient revenues, the productivity per value added and management performance were conducted with correlation analysis and logistic regression. Results : The DEA efficiency of costs-patient revenues had a significant causal relationship with the value added ratio to gross revenue indexing productivity per value added. On the other hand, it was revealed that the operating margin indexing management performance had a slightly significant causal relation with DEA efficiency of costs-patient revenues. Conclusions : The material costs should be focused on the management stability of mental hospitals, and known to the desirable management orientation for the higher efficiency of costs-patient revenues.

장기적 관계유지의 매개변인으로서 접촉강도와 관계단절비용의 효과 -패션점포와 고객간의 관계를 중심으로- (The Effects of Contact Intensity and Relationship Termination Cost as Mediators of Long-Term Relational Retention -Focusing on Relationship between Fashion Retail Store and Customer-)

  • 주성래;정명선
    • 한국의류학회지
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    • 제31권7호
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    • pp.1107-1118
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    • 2007
  • Relationship marketing research has traditionally focused on the relationship among customer satisfaction, trust, and customer commitment, while assuming that the causal relationship of customer $satisfaction{\rightarrow}trust{\rightarrow}commitment$ is well understand. However, recently many scholars argue that customer satisfaction, trust, commitment can not explain long-term orientation fully, and suggest the need for more extensive researches investigating the determinants of long-term relational retention. The purpose of this study was to explained the relationship development process through the mediation effect of contact intensity and relationship termination cost between customer satisfaction and trust, and between trust and commitment, and an analysis the causal relationship among these variables. The results were as follows. First, the customer satisfaction had both direct and indirect effects on trust mediated by contact intensity. Second, the trust had both direct and indirect effects on commitment mediated by relationship termination cost. Third, the commitment influenced long-term orientation. Finally, the empirical results confirmed that the model add to the concept of mediation with contact intensity and relationship termination cost plays a strong, central role in explaining relationship development process between customer and fashion retail stores.

가정환경변인과 아동의 사회적 능력간의 관계 : 인과 모형 분석 (The Relationship of Home Environments to Children's Social Development : Analysis of a Causal Model)

  • 장영애
    • 아동학회지
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    • 제8권2호
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    • pp.17-44
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    • 1987
  • The study examined the characteristics of the relationship of home environment variables and children's social development. Two studies were conducted ; Study I examined (1) the correlation of home environment variables and children's social ability and (2) the predictability of home environment variables for children's social ability by children's age. Study II investigated the causal relationship among the variables which are supposed to affect children's social ability. The subjects of this study were 240 children at age four, six and eight attending nursery schools, kindergartens and elementary schools and their mothers. Instruments included the Inventory of Home Stimulation (HOME), the Inventory of Sociodemographic Variables, social maturation scale, and the social-emotional developmental rating scale. The results obtained from this study were as follows : 1) Home environment variables had a positive correlation with children's social development at age four and six, but at age eight, only HOME variables had a significant positive correlation with children's social development. 2) The home environmental variables that significantly predicted children's social development differed according to children's age. That is, play materials, economic status of the home, and parent education were predictive of children's social development at age four, while parent's education, fostering maturity and independence, and play materials were predictive at age six. Fostering maturity and independence, aspects of physical environment, and economic status of the home were predictive at age eight. 3) The causal model of home environment effect on children's social development was formulated by exogenous variables (parent education and economic status of the home) and endogenous variables (direct stimulation, indirect stimulation and the emotional climate of the home). 4) The results of the analysis of the causal model showed that the variables that have a direct effect on children's social development differed according to children's age. That is, direct stimulation had more effect on children's social development at earlier ages, and indirect stimulation had more effect on children's social development at later ages. Among socio-demographic variables, parent's education was most closely related to children's social development. The amount of variance that explained children's social development decreased with increase in children's age.

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온라인리뷰의 랭킹모델링을 위한 양과 질의 인과모형 분석 (Causal model analysis between quantity and quality for deriving ranking model of Online reviews)

  • 이창용;김근형
    • 한국정보시스템학회지:정보시스템연구
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    • 제28권1호
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    • pp.1-16
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    • 2019
  • Purpose The purpose of this study is to analyze causal relationship between quantity and quality for deriving ranking model of Online reviews. Thus, we propose implications for deriving the ranking model for retrieving Online reviews more effectively. Design/methodology/approach We collected Online review from Tripadvisor web sites which might be a kind of world-famous tourism web sites. We transformed the natural text reviews to quantified data which consists of quantified positive opinions, quantified negative opinions, quantified modification opinions, reviews lengths and grade scores by using opinion mining technologies in R package. We executed corelation and regression analysis about the data. Findings According to the empirical analysis result, this study confirmed that the review length influenced positive opinion, negative opinion and modification opinion. We also confirmed that negative opinion and modification opinion influenced the grade score.

소비자 옴니채널 성향과 소비자-브랜드 관계에 관한 연구: 브랜드 경험 조절효과 (Effect of Omni-Channel Use and Customer-Brand Relationship)

  • 박승환
    • 유통과학연구
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    • 제14권11호
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    • pp.129-138
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    • 2016
  • Purpose - The ICT(information and communications technologies) development is affecting consumer behaviors on selecting channel or distribution system. This study aims to advance our knowledge about the factors influencing omni-channel behaviors. This study considers the positive brand experience as the moderating variable into the relationship between omini-channel use intention and consumer brand relation. Also, the effect of positive brand experience on consumer-brand relation is researched. Research design, data, and methodology - This study conducted an empirical test with the subject as customers who purchase goods or service through on-off cross channel simultaneously. The research model is developed from prior literatures about influencing variables on channel selection. The structure of this study is designed to identify causal relationships between the variables. 268 survey data from the questionnaire survey which is conducted to target customers who use online and offline channels, is used for empirical analysis. This study validates generality with descriptive statistics and data reliability with Cronbach's alpha value. The exploratory factor analysis is used for value purification. Then, the confirmatory factor analysis is conducted for structural equation modeling. Finally, the execute structural equation modeling is analyzed to confirm the hypotheses Results - First, the two causal influences between perceived performance risk and the propensity of omni-channel and between price consciousness and the propensity of omni-channel are verified through the empirical test. Second, the result identifies that the propensity of omni-channel is influenced on consumer-brand relationship. Third, the AMOS analysis proves that the moderating variable, positive brand experience, has significant positive impact on consumer-brand relationship. This significant relationship is highly supported by the regression analysis between brand experience and propensity of omni-channel because it results that positive brand experience has positive impact on the propensity of omni-channel. All hypotheses are verified to be true. Conclusions - Based on the empirical result, this study confirms that perceived performance risk and price consciousness are the important factors influencing propensity of omni-channel. According to the additional analysis, the moderating variable and positive brand experience plays important role between the propensity of omni-channel and consumer-brand relationship. Furthermore, positive brand experience influences more on consumer-brand relationship than non-positive brand experience.

웹 사이트 플로우(Flow) 측정 방법론 및 시뮬레이션에 대한 연구 (The Measuring Method of Web-Site Flow and Its Simulation Analysis)

  • 권순재
    • 지식경영연구
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    • 제10권2호
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    • pp.49-63
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    • 2009
  • In this study, sub domain of flow was investigated on literature survey, and suggested of the measuring method of web-site flow and its simulation analysis. Constructing of measuring method of flow, and using this method what-if analysis was simulated when several condition changed. Using causal map approach to extract knowledge from web-site domain experts and to derives a causal relationship of knowledge. Specially, in our study, describes method of developing and building causal map, and suggests guide line of this method on practical application. This research results show that web-site flow starts "direct searching" or "interesting of special issue(domain)", and when challenges of web-site were accorded with user's skills web-site flow grows. Further, in the web-site, information searching intention results in increase of user's duration time and experience flow to discovery new interesting issues in this process. If user's web-site of interaction is increased, awareness of environment conditions decreased, finally, user's telepresense results in increased web-site flow. This paper contained thai this method make used of measuring flow in the web-site and developing of practical strategy.

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