• 제목/요약/키워드: latent variable

검색결과 200건 처리시간 0.025초

제로팽창 음이항 회귀모형에 대한 베이지안 추론 (Bayesian Inference for the Zero In ated Negative Binomial Regression Model)

  • 심정숙;이동희;정병철
    • 응용통계연구
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    • 제24권5호
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    • pp.951-961
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    • 2011
  • 본 논문에서는 제로팽창 음이항(ZINB) 회귀모형에서 회귀계수에 대한 추론방법으로 마코프체인몬테카를로(MC MC) 기법을 이용한 베이지안 추론방법을 제안하였다. 본 연구에서 고려한 ZINB 회귀모형은 반응변수의 평균뿐만 아니라 제로팽창확률에 대한 회귀모형을 고려한 것으로서 Jang, et al.(2010)의 연구를 확장한 것이다. 아울러 실제사례에 본 연구에서 제안한 베이지안 추론방법을 적용하고 과대산포를 허용하지 않는 제로팽창 포아송(ZIP) 회귀모형과 적합결과를 DIC를 이용하여 비교하였다. 실제 사례분석 결과 ZINB 회귀모형의 DIC가 ZIP모형보다 작게 나타나 ZINB 회귀모형이 ZIP 회귀모형보다 잘 적합되었음을 알 수 있었다.

건설 기록정보관리시스템 이용만족도에 관한 연구 (A Study on the User Satisfaction of Records and Information Management System in Construction)

  • 윤경숙;이예빈;김성희
    • 한국비블리아학회지
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    • 제27권2호
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    • pp.5-27
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    • 2016
  • 본 연구에서는 건설 기록정보관리시스템 만족도에 영향을 미치는 요인간의 인과관계를 분석하기 위해 A건설회사에서 자체적으로 구축 개발된 건설 기록정보관리시스템을 사용해 본 경험이 있는 종사자 129명을 대상으로 설문조사를 실시하였다. 외부변수로는 시스템품질, 정보품질, 서비스품질을 선정하였으며 인지된 이용의 용이성, 인지된 유용성을 매개변수로 선정하였다. 종속변수로는 시스템의 만족도를 선정하여 외생변수 및 매개변수가 종속변수에 어떻게 영향을 미치는지에 대해 구조방정식을 적용하여 분석하였다. 연구결과 시스템품질은 인지된 이용의 용이성, 인지된 유용성 및 만족도에 직 간접적으로 모두 유의미한 영향을 미쳤으며 정보품질은 인지된 이용의 용이성에만 직접적으로 영향을 미치는 것으로 나타났다. 서비스품질은 통계적으로 유의미하게 영향을 미치지 않는 것으로 나타났다.

유통제조 기업의 해외 자회사 지식이전에서 기술특유성의 조절효과 (The Moderating Effects of Specificity of Technology in the Knowledge Transfer of Distributive Manufacturing MNEs)

  • 조연성
    • 유통과학연구
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    • 제14권9호
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    • pp.121-132
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    • 2016
  • Purpose - This study has the following objectives. First, it seeks to build an integrated model that can analyze the path through which headquarters, subsidiary competence, and knowledge transfer performance influence subsidiary performance. Second, it analyzes the influence of the specificity of technology as a moderating effect factor on knowledge transfer process. Third, it will conduct an empirical analysis on distributive manufacturing MNEs and suggests an implication for companies that actually need technological localization. The difference of this study are as follows. First, unlike the existing studies, this study can expand a theoretical discussion as it uses subsidiary performance as the dependent variable. Second, it sets the specificity of technology as a moderating effect factor, not an antecedent, and can draw a theoretical implication. Research design, data, and methodology - This study built a path analysis model to identify the influence of the disseminative capacity and absorptive capacity of distributive manufacturing MNEs on subsidiary performance. Based on the previous studies, it set 19 items as 5 latent variables, and established 6 hypotheses by including the moderating effect of the specificity of technology between them. The final 203 companies were selected as analysis samples through a survey questionnaire. For empirical analysis, the study used PLS (Partial Least Square) that is based on structural equation model. Results - The empirical analysis result demonstrated that both headquarters' disseminative capability and subsidiaries absorptive capacity had a positive influence on knowledge transfer performance. Knowledge transfer performance also had a positive influence on subsidiary performance. In the analysis of moderating effect, the specificity of technology acted as a significant moderating variable only between knowledge transfer performance and subsidiary performance; it did not show a statistically significant moderating effect among disseminative capability, absorptive capacity, and knowledge transfer performance. Conclusions - The empirical analysis results of this study demonstrate the importance of disseminative capability and absorptive capacity in knowledge transfer to subsidiaries from the distributive manufacturing MNEs in Korea. The analysis on the moderating effect indicates that the specificity of technology in Korean companies influences on the process of making achievement by using the transferred knowledge.

화장품 품질, 소비자 선호, 조언 및 권유가 구매행동에 미치는 영향관계-지각된 행동통제의 매개효과를 중심으로 (The Impact Relationship of Cosmetic Quality, Consumer's Preference, Advice & inducement on Purchasing Behavior-Focused on the Mediating Effect of Perceived Behavior Control)

  • 배혜경
    • 융합정보논문지
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    • 제11권10호
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    • pp.250-257
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    • 2021
  • 저자는 AMOS 구조방정식 모델링을 통해서, 독립변수인 화장품 관련 변수, 소비자 선호 변수, 조언 및 권유 변수와 종속변수인 구매행동 간의 영향관계에서 지각된 행동통제라는 변수의 매개효과를 검증 하고자 하였다. 잠재변수들 간의 영향관계에서 매개효과를 분석한 결과, 화장품품질 관련요인(CQ)들과 구매행동(PB) 간의 영향관계에서 지각된 행동통제(PBC)는 매개변수로서의 역할을 하는 것으로 나타났다. 저자는 화장품 품질이 좋고, 지각된 행정통제가 클수록 구매행동으로 이어질 수 있음을 알 수 있었다. 이러한 맥락에서, 화장품 품질 개선에 힘쓰는 한편, 구매행동의 자율성이라고 할 수 있는 지각된 행동통제를 늘릴 수 있도록 하는 방안이 모색되어야 한다.

전자상거래에서 고객 행동 정보와 구매 기록을 활용한 딥러닝 기반 개인화 추천 시스템 (Deep Learning-Based Personalized Recommendation Using Customer Behavior and Purchase History in E-Commerce)

  • 홍다영;김가영;김현희
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제11권6호
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    • pp.237-244
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    • 2022
  • 본 논문은 고객의 온라인 행동 정보와 구매 기록을 활용하여 기존의 추천 시스템이 갖는 데이터 희소성의 문제와 콜드 스타트 문제를 해결하고자 VAE 기반 추천 시스템을 제시하였다. 고객의 구매 기록을 임베딩하고 차원 축소하여 단일 변수로 생성하였으며, 온라인 행동 정보를 활용하여 학습을 통해 고객의 잠재 요인을 추출하는데 Variational Autoencoders를 적용하였다. VAE 기반 추천 시스템은 총 12개의 고객의 특성 변수에 VAE를 적용하여 저차원의 벡터를 생성한 뒤 이를 통해 유사 사용자를 찾은 다음, 유사 사용자들이 구매했던 상품들을 고객에게 추천한다. 이렇게 추천한 상품들의 점수를 매겨 nDCG로 성능을 평가하였다. 실험 결과 구매 기록 변수 그리고 온라인 행동 로그 변수를 활용한 VAE 기반의 추천시스템이 SVD 기반의 추천 시스템보다 성능이 좋다는 것을 알 수 있었다. 따라서 고객의 온라인 행동 로그 및 구매 기록을 사용하여 상품을 추천하면 정보 수집에 발생하는 비용과 시간을 줄일 수 있을 뿐만이 아니라 기존 추천 시스템보다 더욱 효율적으로 상품을 추천할 수 있다는 것을 보여주었다.

개인성향 요인이 탄소저감형 교통서비스 잠재선호에 미치는 영향에 관한 연구 (Effect of Attitudinal Factors on Stated Preference of Low-carbon Transportation Services)

  • 이윤희;이경재;추상호
    • 한국ITS학회 논문지
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    • 제22권6호
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    • pp.49-65
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    • 2023
  • 최근 전세계적으로 환경에 대한 관심이 커지고, 국제사회가 '탄소중립'을 선언하면서 '탄소'를 고려한 다양한 수단선택모형 연구가 실시되고 있으나, 탄소에 대한 개인성향을 반영한 연구는 미비한 실정이다. 따라서, 본 연구에서는 탄소저감형 이동수단(전동킥보드 등)을 포함한 대중교통 서비스로 SPT(Sustainable Public Transit)라는 새로운 수단을 제시하고, 수도권 통근자를 대상으로 실시한 SP(Stated Preference)조사를 활용하여 요인분석을 통해 응답자의 탄소에 대한 개인성향을 분석한 후, 다항로짓모형을 활용하여 SPT에 대한 수단선택모형을 구축하였다. 분석 결과, SPT 잠재선호에 영향을 미치는 요인으로 성별, 소득, 개인성향('새로운경로 탐색에 대한 열정', '수단간 환승 선호', '탄소저감지식', '탄소저감실천') 변수가 유의한 것으로 나타났다. 따라서, 본 연구는 수단선택모형 구축시 수단의 속성변수로 탄소배출량을 선정하거나, 탄소저감과 관련한 개인성향 변수를 구축했다는 부분에서 의의가 있다.

연속주조 빌렛의 3차원 열 및 유동해석 (Three-dimensional Numerical Modeling of Fluid Flow and Heat Transfer in Continuously Cast Billets)

  • 이성윤;이상목;박중길;홍준표
    • 한국주조공학회지
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    • 제20권5호
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    • pp.290-299
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    • 2000
  • A three-dimensional model was developed in order to simulate heat and fluid flow of a continuous casting billet. The model was coded with the general-purpose CFD program FIDAP, using the finite element method. The present model consists of 2 individual calculation schemes, named model 1 and model 2. Mold region only was calculated to check the pouring stream through submerged nozzle with model 1. Entire region, which consists of mold, secondary cooling, radiation cooling was calculated to predict crater end position, temperature profile and solid shell profile(model 2). Standard $k-{\bullet}\hat{A}$ turbulence model has been applied to simulate the turbulent flow induced by submerged nozzle. Enthalpy method was adopted for the latent heat of solidification. Fluid flow in mushy zone was treated using variable viscosity approach. The more casting speed and superheat increased, the more metallurgical length increased. The shell thickness at the mold exit is proved to be mainly controlled by superheat by the present simulation. It may be concluded that the present model can be successfully applied far the prediction of heat and fluid flow behavior in the continuous casting process.

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철도기관사의 우울증세, 인지실패, 실수와 사고 간의 관계: 자기효능감의 조절효과 (The Relationship between Depression, Cognitive Failure, Mistakes, and Accidents of the Train Drivers: The Moderating Effect of Self-Efficacy)

  • 노춘호;신택현;박민규;구승환
    • 대한안전경영과학회지
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    • 제15권4호
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    • pp.81-88
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    • 2013
  • In Korean society, the theme of human errors in railway has been emerging as a critical issue. As far as human error studies are concerned, main trend has been inclined to be led by industrial engineering and systems science. Apart from those trends, this study empirically highlighted the relationship between depression, which has been a frequent research subject in the medical science and psychology, and accidents, with setting depression as an exogenous variable and cognitive failure and mistake as endogenous variables, respectively. Results of hypotheses test for the 204 respondents showed that driver's depression has a significant effect on accidents mediated by cognitive failure and mistake. This findings suggest the need for exploring the diverse latent factors causing human errors and for understanding the complex cognitive process as well as for establishing integrative countermeasures to mitigate human errors.

Impact of Leader-Member Relationship Quality on Job Satisfaction, Innovation and Operational Performance: A Case in Vietnam

  • NGUYEN, Thanh Hung
    • The Journal of Asian Finance, Economics and Business
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    • 제7권6호
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    • pp.449-456
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    • 2020
  • This study examines the relation between the quality of leader-member relationship and operational performance of processing enterprises employees in Vietnam, while job satisfaction and innovation are as a mediator variable. In depth interviews are first conducted with five managers and professional workers in five processing enterprises to determine the latent variables and build the structured questionnaire with observed variables. A quantitative survey with 438 employees and managers from 300 processing enterprises was carried out. The method of exploratory factor analysis (EFA), Cronbach's alpha analysis, and confirmatory factor analysis (CFA) was used to test the reliability, the convergent nature, and the consistency of the concepts. Structural equation modeling (SEM) is used to test the proposed model. The result shows that job satisfaction, innovation and operational performance have positive effects on the quality of leader-member relationship. The relationship between leaders and members had indirect impact on employee's operational performance via their job satisfaction and innovation, which illustrates a mediator role of job satisfaction and innovation for employees' performance. The findings of this study suggest that managers need to focus on developing relationship with employees to improve their satisfaction, innovation and performance.

The Urban Parks and Rivers Contribute to the Citizen Satisfaction and Utilization in Uijeongbu City

  • Kim, Yoo-Ill
    • 한국조경학회지
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    • 제38권5_2호
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    • pp.151-162
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    • 2010
  • This research aimed at measuring Park and Green Satisfaction (PGS) using subjective indicators of 'surface, line and spot' green evaluated by citizens. Also frequency of visits to park and green measured using objective indicators (number of visits) to find the relationship with PGS. A conceptual model of PGS was developed to relate evaluation to satisfaction and finally to utilization of open spaces. A sample of 500 questionnaire survey was employed for Uijeongbu City in Korea. A Structual Equation Modeling (AMOS) techniques was used to test the hypothesized relationship among factors (construct). As a result, first, PGS was explained by three latent factors of 'urban park' (${\gamma}=0.54$), 'linear facilities' (${\gamma}=0.25$), and 'surface green' (${\gamma}=0.15$) respectively. These three exogenous construct was found very useful classification system for open spaces of cities. Second, PGS (${\gamma}=0.34$) was found as a mediating variable to utilization of open spaces and also PGS was closely related to citizens Environmental Quality Satisfaction (EQS), such concept as, 'livability' and 'aesthetic quality'. The more satisfied with park and green the more people use the space. The PGS was an important QOL indicator together with the subjective indicator of 'livability'. Third, jogging and walking trails and bike ways along the river corridor was the most important green facilities contribute to the PGS and EQS. The near the distance (within 500m) the more number of visit to river corridor (green way). The river corridor promote accessibility to nature and other parks.