• 제목/요약/키워드: mixed-effects model

검색결과 486건 처리시간 0.026초

자세에 따른 부위별 체표길이 변화량 분석 및 예측모형 개발 -공군 전투조종사를 대상으로- (Body Measurement Changes and Prediction Models for Flight Pilots in Dynamic Postures)

  • 이아람;남윤자;천린
    • 한국의류학회지
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    • 제44권1호
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    • pp.84-95
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    • 2020
  • Wearing ease is a critical factor when designing special uniforms such as flight pilot's garment and should reflect occupational properties for better performance. This study measured skin surface on 31 areas in seven postures that refer to the pilot's occupational postures as well as made six prediction models including linear mixed model (LMM) for each body part to find the best fit model. Skin surface measured from 3D body scanned images of 11 male pilot participants. There were significantly positive and negative changes in various areas from standing posture (P1) to dynamic postures (P2-P7). Six models were designed in various compositions using stature and chest circumference as fixed effects and subject and posture as random effects. The best models were linear mixed models with one fixed effect (chest circumference or stature, varies with body parts) and two random effects (subject and posture). The results of this study provide reference data to set wearing ease for pilot's garment and suggests a new methodology in this research area, but verifying the effect of diverse independent variables is left for future studies.

선형 혼합 모형을 통해 살펴본 쓰기 능력의 장기적인 발전 양상 탐색 (Investigation into Longitudinal Writing Development Using Linear Mixed Effects Model)

  • 이영주
    • 문화기술의 융합
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    • 제8권2호
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    • pp.315-319
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    • 2022
  • 본 연구는 선형 혼합 모형을 활용하여 쓰기 능력이 장기적으로 어떻게 발전되어 가는지를 통사적 복잡성(syntactic complexity) 측면에서 4명의 사례 연구자들이 작성한 에세이를 활용하여 분석하였다. 사례 연구자들은 자발적으로 Criterion 이라는 자동 쓰기 평가 프로그램의 피드백을 받아 초안과 수정본을 교실 밖에서 매달 한 개 씩 일 년 동안 작성했다. 총 48개 초안 에세이가 본 연구의 분석 대상이고, 통사적 복잡성은 Syntactic Complexity Analyzer의 14개 지표 중에서 추출하여 분석하였다. 선형 혼합 모형 분석 결과를 살펴보면 다음과 같다. 시간과 T-unit의 평균길이 간에는 통계적으로 유의미한 선형 관계가 있었으며, 이는 연구 참여자들이 시간이 지날수록 길이가 긴 T-uni을 포함한 에세이를 작성했음을 보여준다. 또한 시간과 의존절과 독립절 간의 비율 간에도 통계적으로 유의미한 선형 관계가 있었는데, 이는 연구 참여자들이 일 년 동안 높은 비율의 의존절이 포함된 에세이를 작성했음을 시사한다.

혼합된 수준들의 속성들을 갖는 컨조인트 분석 (Conjoint analysis with mixed levels of attributes)

  • 임용빈;정종희
    • 품질경영학회지
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    • 제44권4호
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    • pp.799-811
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    • 2016
  • Purpose: The conjoint analyst in marketing are interested in detecting whether there exist synergy or antagonistic effects between two attributes. In the cases where attributes have two or three levels, we research on the design of survey questionnaire to estimate all the main effect and as many two factor interaction effects as possible. Methods: We consider the balanced incomplete block (BIB) mixed level factorial design $2^f{\times}3^g$ or fractional factorial design. To reduce the number of questions in a questionnaire, we propose the balanced incomplete block mixed level design with minimum aberration which is generated by implementing proc factex in SAS. Also, we propose using two or three level BIB factorial design instead of mixed level designs by transforming three level attributes into two attributes of two levels and two level attribute into three level attribute by using dummy level technique. Results: We propose three methods for designing survey questionnaire where the block and design generators are found with practical number of questions in a questionnaire. By analyzing all the respondents survey data generated by the simulation study, we find the proper model and do the concepts optimization. Conclusion: The proposed methods of designing survey questionnaires seem to perform well in the sense that the proper model, and then the optimal concept is found in a case study where all the respondents survey data are generated by the simulation study.

Korean Welfare Panel Data: A Computational Bayesian Method for Ordered Probit Random Effects Models

  • Lee, Hyejin;Kyung, Minjung
    • Communications for Statistical Applications and Methods
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    • 제21권1호
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    • pp.45-60
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    • 2014
  • We introduce a MCMC sampling for a generalized linear normal random effects model with the ordered probit link function based on latent variables from suitable truncated normal distribution. Such models have proven useful in practice and we have observed numerically reasonable results in the estimation of fixed effects when the random effect term is provided. Applications that utilize Korean Welfare Panel Study data can be difficult to model; subsequently, we find that an ordered probit model with the random effects leads to an improved analyses with more accurate and precise inferences.

속도의 영향에 따른 3차원 거친 표면의 혼합윤활해석 (Effect of Sliding Velocity on 3D Rough Surface in Mixed Lubrication Regime)

  • 임동진;문석만;조용주
    • Tribology and Lubricants
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    • 제29권1호
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    • pp.27-32
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    • 2013
  • This study examined the effects of surface roughness in the mixed lubrication regime of smooth and rough surfaces for roller bearings. The average flow model was adopted for interaction between the flow rheology of the lubricant and the surface roughness. The average Reynolds equation and related flow factor that describes the coupled effects of surface roughness and flow rheology, the viscosity-pressure and density-pressure equations, the elastic deformation equation, and the force balance equation were solved simultaneously. The results showed that the effects of surface roughness on the film thickness and pressure distribution should be considered, especially in elastohydrodynamic lubrication contact problems.

Estimating small area proportions with kernel logistic regressions models

  • Shim, Jooyong;Hwang, Changha
    • Journal of the Korean Data and Information Science Society
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    • 제25권4호
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    • pp.941-949
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    • 2014
  • Unit level logistic regression model with mixed effects has been used for estimating small area proportions, which treats the spatial effects as random effects and assumes linearity between the logistic link and the covariates. However, when the functional form of the relationship between the logistic link and the covariates is not linear, it may lead to biased estimators of the small area proportions. In this paper, we relax the linearity assumption and propose two types of kernel-based logistic regression models for estimating small area proportions. We also demonstrate the efficiency of our propose models using simulated data and real data.

Semiparametric kernel logistic regression with longitudinal data

  • Shim, Joo-Yong;Seok, Kyung-Ha
    • Journal of the Korean Data and Information Science Society
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    • 제23권2호
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    • pp.385-392
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    • 2012
  • Logistic regression is a well known binary classification method in the field of statistical learning. Mixed-effect regression models are widely used for the analysis of correlated data such as those found in longitudinal studies. We consider kernel extensions with semiparametric fixed effects and parametric random effects for the logistic regression. The estimation is performed through the penalized likelihood method based on kernel trick, and our focus is on the efficient computation and the effective hyperparameter selection. For the selection of optimal hyperparameters, cross-validation techniques are employed. Numerical results are then presented to indicate the performance of the proposed procedure.

혼합 공조 시스템의 EER(A) 평가 (Evaluation of energy efficiency ratio in the mixed air conditioner system)

  • 김병순;이승홍
    • 설비공학논문집
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    • 제11권4호
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    • pp.542-548
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    • 1999
  • Instead of testing split air conditioners, an empirically based calculation procedure may be used to estimate the Energy Efficiency Ratio at ARI A test conditions. Typically, the system involving the indoor unit well sold and the given outdoor unit is called the matched system. All other systems involving a given outdoor unit and other indoor units are called the mixed systems. To estimate the EER(A) for the mixed systems, EER(A) for the matched system must be known, Generally, the EER(A) for the matched system is known. This procedure relies on independent measurements and calculations made on an outdoor unit in conjunction with a matched indoor and a mixed indoor coil. A heat pump simulation model was used to quantify the effects of individual system components on the system performance. The procedure is applicable to all air-conditioning units having rated cooling capacities less than 19,000W and charged with refrigerant 22.

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Mapping Quantitative Trait Loci with Various Types of Progeny from Complex Pedigrees

  • Lee, C.;Wu, X.L.
    • Asian-Australasian Journal of Animal Sciences
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    • 제14권11호
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    • pp.1505-1510
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    • 2001
  • A method for mapping quantitative trait loci (QTL) was introduced incorporating the information of mixed progeny from complex pedigrees. The method consisted of two steps based on single marker analysis. The first step was to examine the marker-trait association with a mixed model considering common environmental effect and reversed QTL-marker linkage phase. The second step was to estimate QTL effects by a weighted least square analysis. A simulation study indicated that the method incorporating mixed progeny from multiple generations improved the accuracy of QTL detection. The influence of within-genotype variance and recombination rate on QTL analysis was further examined. Detecting a QTL with a large within-genotype variance was more difficult than with a small within-genotype variance. Most of the significant marker-QTL association was detectable when the recombination rate was less than 15%.

Flexible Zoning and Mixed Use in Seoul, Korea Planning Implications of Seoul's Zoning Model

  • Kim, Jeeyeop;Potter, Cuz;Cho, A-ra
    • Architectural research
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    • 제22권4호
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    • pp.145-154
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    • 2020
  • Zoning has long been criticized for its negative effects and has been taken for granted that zoning works as a hurdle to urban diversity. Responses in the US have emphasized more fine-grained zoning approaches that plan mixed use. This paper introduces and evaluates Seoul's zoning system as a possible alternative. While US zoning regulations have relied on distinguishing ever larger numbers of land use zoning categories, Seoul has opted to integrate new land uses into existing classifications, allowing for greater flexibility of use in each zone. Using municipal building records to evaluate land use in three mid-density residential districts, this paper demonstrates that Seoul's flexible zoning is capable of producing diverse mixed use neighborhoods. It then highlights the potential downside of this approach, showing that flexibility allows for the commercialization and sectoral gentrification of residential districts. It concludes by suggesting that a combination of flexible zones and more fine-grained plans would capture the advantages of both US and Korean planning.