• 제목/요약/키워드: mixed-effects.

검색결과 3,453건 처리시간 0.033초

Geographically weighted kernel logistic regression for small area proportion estimation

  • Shim, Jooyong;Hwang, Changha
    • Journal of the Korean Data and Information Science Society
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    • 제27권2호
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    • pp.531-538
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    • 2016
  • In this paper we deal with the small area estimation for the case that the response variables take binary values. The mixed effects models have been extensively studied for the small area estimation, which treats the spatial effects as random effects. However, when the spatial information of each area is given specifically as coordinates it is popular to use the geographically weighted logistic regression to incorporate the spatial information by assuming that the regression parameters vary spatially across areas. In this paper, relaxing the linearity assumption and propose a geographically weighted kernel logistic regression for estimating small area proportions by using basic principle of kernel machine. Numerical studies have been carried out to compare the performance of proposed method with other methods in estimating small area proportion.

Second-Order REML for Random Effects Models

  • 하일도;조건호
    • Journal of the Korean Data and Information Science Society
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    • 제12권1호
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    • pp.19-25
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    • 2001
  • Random effects models which describe the dependence via random effects in various correlated data have recently received considerable attention in the biomedical literature. They include mixed linear models (MLMs), generatized linear mixed models (GLMMS) and hierarchical generalized linear models (HGLMs). For the inference Lee and Nelder (2000) proposed the first-and second-order REML (restricted maximum likelihood) methods based on hierarchical-likelihood of tee and Welder (1996). In this paper, for Poisson-gamma HGLMs the new methods are theoretically compared with marginal likelihood methods and both methods are illustrated by two practical examples.

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화장품에 적용한 오배자·계피·로즈마리 추출물의 항균활성 및 안정성 검증 (Antimicrobial Activities and Stability of Rhus Javanica L., Cinnamomum Verum and Rosmarinus Officinalis Extracts Used in the Manufacture of Cosmetics)

  • 전형철;이재남
    • 한국응용과학기술학회지
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    • 제37권4호
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    • pp.1020-1033
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    • 2020
  • 본 연구에서는 인체에 해가 없으며 항균작용 및 항산화 효과가 있는 오배자, 계피, 로즈마리 추출물을 이용하여 천연방부제 소재로서의 활용 가능성을 연구하였다. 실험식물의 추출방법으로는 계피의 경우 70% ethanol 추출, 오배자는 열수추출법, 로즈마리는 70% ethanol 추출과 열수추출법을 이용하였다. 실험 방법으로는 항균력, DPPH를 통한 항산화능, 화장품의 challenge test, 화장품 안정성 및 안전성 평가를 진행하였다. 시험 결과, 항균력 시험에서 오배자 추출물은 세균류, 계피 추출물은 진균류에서 항균력이 우수, 로즈마리 추출물의 경우 항균력이 미비해 제외, 복합 추출물(오배자·계피)의 경우는 1:1비율로 조합한 복합 추출물(complex C)에서 항균효과, 복합 추출물의 최소저해농도(MIC)와 최소살균농도(MBC)에서는 5종의 실험균주에서 억제효과와 살균효과, 천연 단일 추출물과 복합 추출물(complex C)에서는 항산화능이 확인 되었다. 또한 합성 방부제 대신 complex C 10%를 화장품에 적용한 시험에서 제형의 안정성 및 안전성이 확인되었다. 따라서 본 연구를 통해 천연방부제 원료로서의 발전 가능성을 확인할 수 있었다.

나복자, 의이인, 백복령, 다엽, 차전자피로 구성된 혼합분말제(HP)와 진피, 산사, 옥미수, 양총피로 구성된 혼합열수추출물(HE)이 고지방식이로 유도된 비만마우스에 미치는 항비만 효과 (Anti-Obesity Effect of Herbal Mixture Powder and Water Extracts in Mice Fed a High Fat Diet)

  • 연제동;최윤희
    • 대한예방한의학회지
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    • 제19권1호
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    • pp.131-144
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    • 2015
  • Objective : This study was conducted to investigate anti-obesity effects of mixed-Powder(Raphani Semen, Coicis Semen, Poria, Plantaginis Testa & Theae folium)(HP) & mixed water extract(Citri Pericarpium, Crataegi Fructus, Maydis Stigma, Allium Skin) (HE) in mice fed a high-fat diet. Method : 50 Female ICR mice were divided into six groups; Normal group (Ve), high-fat diet group (Po), Po+HP(0.6g/kg) group(HP), Po+HE(1g/kg) group(HE), Po+(HP+HE) group(HPE), Po+(HP+HE)*2 group(DHPE). For 8 weeks, these groups were fed their respective diets. Body weight, liver weight and weights of adipose tissues, GOT/GPT index changes & Blood Glucose index changes were measured respectively. Lipid profiles in serum were analyzed by kit of blood. Results : Groups HP, HE, HPE, DHPE had significantly reduced body weight, liver weight, adipose tissue weights and GOT/GPT index, blood glucose index compared to the Po group. Also, serum triglyceride and total cholesterol, low density lipoprotein, were significantly reduced when compared to the Po group. Group G1 had significantly increased high density lipoprotein levels. Conclusion : Mixed powder (HP) & mixed water extract (HE) show anti-obesity effects in mice fed a high-fat diet.

Effect of β-Mannanase and α-Galactosidase Supplementation to Soybean Meal Based Diets on Growth, Feed Efficiency and Nutrient Digestibility of Rainbow Trout, Oncorhynchus mykiss (Walbaum)

  • Yigit, Nalan Ozgur;Koca, Seval Bahadir;Isil, Behire;Diler, Ibrahim
    • Asian-Australasian Journal of Animal Sciences
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    • 제27권5호
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    • pp.700-705
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    • 2014
  • A 12-week feeding trial was conducted with 87 g rainbow trout to evaluate the effects on growth performances, feed efficiency and nutrient digestibility of adding ${\beta}$-mannanase and ${\alpha}$-galactosidase enzymes, solely or in combination. Seven diets were prepared by adding ${\beta}$-mannanase, ${\alpha}$-galactosidase and mixed enzyme at two different levels (1 g/kg and 2 g/kg) to control diet (without enzyme) including soybean meal. Mixed enzymes (1 g/kg, 2 g/kg) were prepared by adding ${\beta}$-mannanase and ${\alpha}$-galactosidase at the same doses (0.5+0.5 g/kg and 1+1 g/kg). At the end of the experiment, addition of ${\beta}$-mannanase, ${\alpha}$-galactosidase and mixed enzyme to diet containing 44% soybean meal had no significant effects on growth performance and gain:feed (p>0.05). In addition, adding ${\beta}$-mannanase, ${\alpha}$-galactosidase and mixed enzyme in different rations to trout diets had no affect on nutrient digestibility and body composition (p>0.05).

박막/쉘 혼합요소를 이용한 박판성형 해석과 박막/쉘 판별조건에 관한 연구 (A Study on the Criterion for Membrane/Shell Mixed Element and Analysis of Sheet Metal Forming Problem)

  • 정동원;양경부
    • 한국해양공학회지
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    • 제12권2호통권28호
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    • pp.57-64
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    • 1998
  • This study is concerned with criterion for membrane to shell conversion in two-dimensional elastic-plastic finite element analysis using membrane/shell mixed element. It is well known that in the sheet metal forming some parts of the sheet deform under almost pure stretching (membrane) conditions, whereas other parts in contact with sharp tooling surfaces can develop significant bending strains. The membrane analysis has a short computational time however, in the membrane analysis the bending effects can not be condidered at all. On the other hand, the shell analysis allows the consideration of bending effects, but involves too much computational time. So Onatel),2), Yang et al3),4) developed the membrane/shell mixed element. Onate introduced the energy ratio parameter and Yang et al introduced the ratio of thickness to radius of curvature as the criterion. In the present study we propose a new criterion by using the angle between both side elements in the nodal point.

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집락자료의 분할표에서 독립성검정 (Testing Independence in Contingency Tables with Clustered Data)

  • 정광모;이현영
    • 응용통계연구
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    • 제17권2호
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    • pp.337-346
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    • 2004
  • 랜덤표본에 관한 이원분할표의 독립성검정에는 통상 피어슨의 카이제곱적합도검정과 우도비검정을 사용한다. 그러나 랜덤표본이 아닌 집락자료에 관한 분할표의 경우에는 이들 검정법은 잘못된 결과를 나타낸다. 이러한 경우에는 공변량의 고정효과 외에 집락에 따른 변량효과를 함께 포함하는 일반화선형혼합모형을 고려함으로써 집락간의 이질성과 집락내의 종속성을 반영할 수 있다. 본 연구에서는 집락자료의 분할표에 대한 일반화선형혼합모형을 소개하고 실례를 통하여 이들 모형의 적합에 대해 논의한다.

메탄/순산소 예혼합 화염의 선회특성 (Combustion Characteristics of Methane/Oxygen in Pre-Mixed Swirl Flame)

  • 김한석;최원석;조주형;안국영
    • 대한기계학회논문집B
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    • 제33권5호
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    • pp.343-348
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    • 2009
  • The present study has experimentally investigated the effects of $CO_2$ diluted oxygen on the structure of swirl-stabilized flame in a lab-scale combustor. The methane fuel and oxidant mixture gas ($CO_2$ and $O_2$) were mixed in a pre-mixer and introduced to the combustor through different degrees of swirl vanes. The flame characteristics were examined for various amount of carbon dioxide addition to the methane fuel and various swirl strengths. The effects of carbon dioxide addition and swirl intensity on the combustion characteristics of pre-mixed methane flames were examined using chemiluminescence techniques to provide information about flow field. The results show that the hot combustion zone increases at the upstream reaction zone because of an increase in the recirculation flow for an increase in swirl intensity. The hot combustion zone is also increased at the downstream zone by recirculation flow because of an increase in swirl intensity which results in higher centrifugal force. The OH and CH radical intensities of reaction zone decrease with carbon dioxide addition because the carbon dioxide plays a role of diluted gas in the reaction zone.

Cu, Zn, Sn, Se 혼합 분말의 소결특성에 미치는 볼밀링 영향 (Effects of Ball Milling Condition on Sintering of Cu, Zn, Sn and Se Mixed Powders)

  • 안종헌;정운화;장윤정;이성헌;김규호
    • 한국분말재료학회지
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    • 제18권3호
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    • pp.256-261
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    • 2011
  • In order to make a $Cu_2ZnSnSe_4$ (CZTSe) sputtering target sintered for solar cell application, synthesis of CZTSe compound by solid state reaction of Cu, Zn, Sn and Se mixed powders and effects of ball milling condition on sinterability such as ball size, combination of ball size, ball milling time and sintering temperature, was investigated. As a result of this research, sintering at $500^{\circ}C$ after ball milling using mixed balls of 1 mm and 3 mm for 72 hours was the optimum condition to synthesis near stoichiometric composition of $Cu_2ZnSnSe_4$ and to prepare sintered pellet with high density relatively.

Modified partial least squares method implementing mixed-effect model

  • Kyunga Kim;Shin-Jae Lee;Soo-Heang Eo;HyungJun Cho;Jae Won Lee
    • Communications for Statistical Applications and Methods
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    • 제30권1호
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    • pp.65-73
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    • 2023
  • Contemporary biomedical data often involve an ill-posed problem owing to small sample size and large number of multi-collinear variables. Partial least squares (PLS) method could be a plausible alternative to an ill-conditioned ordinary least squares. However, in the case of a PLS model that includes a random-effect, how to deal with a random-effect or mixed effects remains a widely open question worth further investigation. In the present study, we propose a modified multivariate PLS method implementing mixed-effect model (PLSM). The advantage of PLSM is its versatility in handling serial longitudinal data or its ability for taking a randomeffect into account. We conduct simulations to investigate statistical properties of PLSM, and showcase its real clinical application to predict treatment outcome of esthetic surgical procedures of human faces. The proposed PLSM seemed to be particularly beneficial 1) when random-effect is conspicuous; 2) the number of predictors is relatively large compared to the sample size; 3) the multicollinearity is weak or moderate; and/or 4) the random error is considerable.