• 제목/요약/키워드: structural equation methods

검색결과 701건 처리시간 0.024초

R을 이용한 구조방정식모델링: 매개효과분석/조절효과분석 및 다중집단분석 (Structural Equation Modeling Using R: Mediation/Moderation Effect Analysis and Multiple-Group Analysis)

  • 곽기영
    • 지식경영연구
    • /
    • 제20권2호
    • /
    • pp.1-24
    • /
    • 2019
  • This tutorial introduces procedures and methods for performing structural equation modeling using R. To do this, we present advanced analysis methods based on structural equation model such as mediation effect analysis, moderation effect analysis, moderated mediation effect analysis, and multiple-group analysis with R program code using R lavaan package that supports structural equation modeling. R is flexible and scalable, unlike traditional commercial statistical packages. Therefore, new analytical techniques are likely to be implemented ahead of any other statistical package. From this point of view, R will be a very appropriate choice for applying new analytical techniques or advanced techniques that researchers need. Considering that various studies in the social sciences are applying structural equations modeling techniques and increasing interest in open source R, this tutorial is expected to be useful for researchers who are looking for alternatives to existing commercial statistical packages.

선형 구조계의 동특성 추정법 (Identification of Linear Structural Systems)

  • 윤정방
    • 한국전산구조공학회:학술대회논문집
    • /
    • 한국전산구조공학회 1989년도 가을 학술발표회 논문집
    • /
    • pp.46-50
    • /
    • 1989
  • Methods for the estimation of the coefficient matrices in the equation of motion for a linear multi-degree-of-freedom structure arc studied. For this purpose, the equation of motion is transformed into an auto-regressive and moving average with auxiliary input (ARMAX) model. The ARMAX parameters are evaluated using several methods of parameter estimation; such as toe least squares, the instrumental variable, the maximum likelihood and the limited Information maximum likelihood methods. Then the parameters of the equation of motion are recovered therefrom. Numerical example is given for a 3-story building model subjected to an earthquake exitation.

  • PDF

R을 이용한 구조방정식모델링: 분석절차 및 방법 (Structural Equation Modeling Using R: Analysis Procedure and Method)

  • 곽기영
    • 지식경영연구
    • /
    • 제20권1호
    • /
    • pp.1-26
    • /
    • 2019
  • This tutorial introduces procedures and methods for performing structural equation modeling using R. For this, we present the whole process of analyzing the structural equations model from the confirmatory factor analysis to the path diagram generation using the lavaan package, which is relatively well evaluated among the R packages supporting the structural equation modeling, together with the R program codes. Considering that research applying structural equation modeling techniques is the mainstream in a variety of social sciences, including business administration, and that there is growing interest in open source R, this tutorial focuses on researchers who are looking for alternatives to traditional commercial statistical packages and is expected that it will be a useful guidebook for them.

간호사 이직의도 구조모형에 관한 문헌고찰 (Literature Review of Structural Equation Models for Hospital Nurses' Turnover Intention in Korea)

  • 김은혜;김진현
    • Perspectives in Nursing Science
    • /
    • 제11권2호
    • /
    • pp.109-122
    • /
    • 2014
  • Purpose: The purpose of this study was to review research papers on structural equation models for hospital nurses' turnover intentions, and to identify the factors that influence these intentions. Methods: Twenty-four research papers on structural equation models for hospital nurses' turnover intentions were identified for systematic review. Results: All 24 papers assessed nurses' turnover intentions in general hospitals and university hospitals. A total of 36 indicators and 105 items were used to measure turnover intention. Turnover intention was positively related with 10 variables, and negatively with 17 variables. Organizational commitment, job satisfaction, job stress, burnout, organizational culture, and empowerment were found to have significant direct and indirect effects on nurses' turnover intentions. Structural equation models in 23 of the 24 research papers showed high compatibility with the data. The models accounted for 20.1% 68.0% of total variances. Conclusion: The study findings show recent trends in nurses' turnover intentions, and indicate directions for future research.

선형 구조계의 동특성 추정법 (Identification of Linear Structural Systems)

  • 윤정방
    • 전산구조공학
    • /
    • 제2권4호
    • /
    • pp.111-116
    • /
    • 1989
  • 구조설계에 작용되는 하중과 이로 인한 동적거동의 측정기록을 바탕으로 하여 구조계의 미지계수 행렬을 추정하는 방법에 대하여 연구하였다. 이를 위하여 통상 미분방정식으로 주어지는 운동방정식을 ARMAX 모형식으로 변환시켜 ARMAX 식의 계수행렬을 추정한 후, 이로부터 운동방정식의 계수행렬을 구하였다. ARMAX 계수의 추정은 최소자승법, Instrumental Variable방법, Maximum Likelihood방법 및 Limited Information Maximum Likelihood방법을 사용하여 수행하였으며, 지진 하중을 받는 3층 건물 모형을 예제로 하여 각 방법의 효율성을 비교분석하였다.

  • PDF

글로벌 기업의 고객만족과 경쟁력 모델 구축: 품질요인확인을 위한 구조방정식모델 적용 (Customer satisfaction and competitiveness in Global Company: Structural Equation Modeling(SEM) approach to identify the role quality factor)

  • 김계수;박종철
    • 품질경영학회지
    • /
    • 제43권1호
    • /
    • pp.43-56
    • /
    • 2015
  • Purpose: In this research, We made the conceptual frameworks for SEM(Structural Equation Modeling) on Global quality's origin and empirical research. Developing conceptual frameworks is an important step in theory building and theory testing. This research model was developed by strong theoretical foundation which is quality and systematical model. Methods: Questionnaire was developed, and data was collected and analyzed for this study. The analysis was conducted using SEM(Structural Equation Modeling). Results: Results show that process quality and interaction quality are important drivers in customer satisfaction. Customer satisfaction is strongly impact on customer loyalty(repeated purchase). Conclusion: In turbulent business era, Global company require not only excellent quality but also create customer oriented culture and control over operation in the foreign country.

공공자전거 시스템 만족도에 영향을 미치는 요인에 관한 연구 (A Study on Factors Affecting the Satisfaction of Public Bicycle System)

  • 오재성;김명수;이창희
    • 한국도로학회논문집
    • /
    • 제16권2호
    • /
    • pp.107-118
    • /
    • 2014
  • PURPOSES : The purpose of study is to come up with ideas to improve both the use of the public bicycle and the practicality of the public bicycle system as well. METHODS : The study carried out an analysis on factors which would influence user's satisfaction by using a structural equation and then, discussed what the current public bicycle system should do to make improvements of its own. In order to Satisfaction of the public bicycle system("Tashu") in Daejeon city survey was conducted users and was based on statistical analysis SPSS 20 program, structural equation modeling program AMOS 20 was used for analysis. In addition, the reliability and validity of each question was conducted verification, to verify the hypothesis using structural equation model. RESULTS : According to the results of the analysis with the structural equation used, the connectivity, the convenience, the economic efficiency and the reliability in order were observed to have an influence on the satisfaction of the users CONCLUSIONS : The connectivity turned out to be a factor that would have the greatest concern with the satisfaction of the users. This finding was, therefore, interpreted that people who would ride the public bicycles understand them as more of a transit system that would take them, the people themselves, to another transfer rather than as some immediate transit system.

이방성 함유체가 포함된 무한고체의 효과적인 탄성해석을 위한 수치해석 방법 개발 (Development of a Numerical Method for Effective Elastic Analysis of Unbounded Solids with Anisotropic Inclusions)

  • 최성준;이정기
    • 한국전산구조공학회:학술대회논문집
    • /
    • 한국전산구조공학회 1998년도 봄 학술발표회 논문집
    • /
    • pp.41-52
    • /
    • 1998
  • A volume integral equation method and a mixed volume and boundary integral equation method are presented for the solution of plane elastostatic problems in solids containing orthotropic inclusions and voids. The detailed analysis of the displacement and stress fields are developed for orthotropic cylindrical and elliptic-cylindrical inclusions and voids. The accuracy and effectiveness of the new methods are examined through comparison with results obtained from analytical and boundary integral equation methods. Through the analysis of plane elastostatic problems in unbounded isotropic matrix containing orthotropic inclusions and voids, it is established that these new methods are very accurate and effective for solving plane elastostatic and elastodynamic problems in unbounded solids containing general anisotropic inclusions and voids or cracks.

  • PDF

구조방정식을 이용한 도시부 4지 신호교차로의 사고원인 분석 (A Causational Study for Urban 4-legged Signalized Intersections using Structural Equation Method)

  • 오주택;이상규;허태영;황정원
    • 한국도로학회논문집
    • /
    • 제14권6호
    • /
    • pp.121-129
    • /
    • 2012
  • PURPOSES : Traffic accidents at intersections have been increased annually so that it is required to examine the causations to reduce the accidents. However, the current existing accident models were developed mainly with non-linear regression models such as Poisson methods. These non-linear regression methods lack to reveal complicated causations for traffic accidents, though they are right choices to study randomness and non-linearity of accidents. Therefore, to reveal the complicated causations of traffic accidents, this study used structural equation methods(SEM). METHODS : SEM used in this study is a statistical technique for estimating causal relations using a combination of statistical data and qualitative causal assumptions. SEM allow exploratory modeling, meaning they are suited to theory development. The method is tested against the obtained measurement data to determine how well the model fits the data. Among the strengths of SEM is the ability to construct latent variables: variables which are not measured directly, but are estimated in the model from several measured variables. This allows the modeler to explicitly capture the unreliability of measurement in the model, which allows the structural relations between latent variables to be accurately estimated. RESULTS : The study results showed that causal factors could be grouped into 3. Factor 1 includes traffic variables, and Factor 2 contains turning traffic variables. Factor 3 consists of other road element variables such as speed limits or signal cycles. CONCLUSIONS : Non-linear regression models can be used to develop accident predictions models. However, they lack to estimate causal factors, because they select only few significant variables to raise the accuracy of the model performance. Compared to the regressions, SEM has merits to estimate causal factors affecting accidents, because it allows the structural relations between latent variables. Therefore, this study used SEM to estimate causal factors affecting accident at urban signalized intersections.

구조 신뢰성 해석방법의 고찰 (A Comparative Study on Structural Reliability Analysis Methods)

  • 양영순;서용석
    • 전산구조공학
    • /
    • 제7권1호
    • /
    • pp.109-116
    • /
    • 1994
  • 구조물의 신뢰도를 평가하는 방법을 살표보고 각각의 장.단점을 비교한다. 각 방법의 정확성을 평가하는 기준으로는 Crude Monte Carlo(CMC)방법을 택하여 Importance Sampling(IS)방법, 그리고 Directional Simulation(DS) 방법을 살펴보고 1차 근사방법은 현재 많이 사용되고 있는 Rackwitz-Fiessler(RF)방법, Chen과 Lind가 제안한 3-parameter방법(CL), Hohenbichler가 제안한 Rosenblatt 변환방법(RT)을 그리고 2차 근사방법은 Breitung이 제안한 곡률적합 포물선 (Curvature Fitted Paraboloid, CFP) 공식과 Kiureghian이 제안한 점적합 포물선(Point Fitted Paraboloid, PFP)공식, 그리고 Log-Likelihood Function을 이용하여 원변수공간에서 파괴확률을 구하는 2차 근사공식(LLF)을 비교한다. 그리고 한계상태식이 불명확할 때 효율적으로 사용할 수 있는 반응응답법(Response sufrace method, RSM)을 살펴본다. 각 방법의 효율성 특히 적용 가능성을 예제를 통해 해석한 결과 추출법의 경우는 DS방법이, 그리고 근사방법에서는 RSM방법이 효율적임을 알 수 있다.

  • PDF