• 제목/요약/키워드: Random effect

검색결과 2,044건 처리시간 0.028초

Genetic Mixed Effects Models for Twin Survival Data

  • Ha, Il-Do;Noh, Maengseok;Yoon, Sangchul
    • Communications for Statistical Applications and Methods
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    • 제12권3호
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    • pp.759-771
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    • 2005
  • Twin studies are one of the most widely used methods for quantifying the influence of genetic and environmental factors on some traits such as a life span or a disease. In this paper we propose a genetic mixed linear model for twin survival time data, which allows us to separate the genetic component from the environmental component. Inferences are based upon the hierarchical likelihood (h-likelihood), which provides a statistically efficient and simple unified framework for various random-effect models. We also propose a simple and fast computation method for analyzing a large data set on twin survival study. The new method is illustrated to the survival data in Swedish Twin Registry. A simulation study is carried out to evaluate the performance.

Semiparametric Kernel Poisson Regression for Longitudinal Count Data

  • Hwang, Chang-Ha;Shim, Joo-Yong
    • Communications for Statistical Applications and Methods
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    • 제15권6호
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    • pp.1003-1011
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    • 2008
  • Mixed-effect Poisson regression models are widely used for analysis of correlated count data such as those found in longitudinal studies. In this paper, we consider kernel extensions with semiparametric fixed effects and parametric random effects. The estimation is 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 hyperparameters, cross-validation techniques are employed. Examples illustrating usage and features of the proposed method are provided.

우리나라의 대중국 수출 영향요인 분석 - 중국 31개 지역에 대하여 - (A Study on Export Korean Firm into China : by 31 region)

  • 백은미
    • 통상정보연구
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    • 제9권4호
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    • pp.439-460
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    • 2007
  • The purpose of this paper is to study on export factor of Korean into China by 31 Province and City. Using the panel data on Korean export factor in China for the years 1998-2005, we examined the factors determinants of import in China(by region)from Korean firms. This study based on Gravity Model to extend and fixed & random effect Model. The result of analysis is as follows : The effect of significant on Import from Korean is FDI from Korea, export into world, import from world, population in region. But per GRDP, consumption, FDI into world variable is statistically insignificant. Also coastal region variable is not a clear.

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Effect of the Variable Packet Size on LRD Characteristic of the MMPP Traffic Model

  • 이강원;권병천
    • 한국통신학회논문지
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    • 제33권1B호
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    • pp.17-24
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    • 2008
  • The effect of the variable packet size on the LRD characteristic of the MMPP traffic model is investigated. When we generate packet traffic for the performance evaluation of IP packet network, MMPP model can be used to generate packet interarrival time. And a random length of packet size from a certain distribution can be assigned to each packet. However, there is a possibility that the variable packet size might change the LRD characteristic of the original MMPP model. In this study, we investigate this possibility. For this purpose the 'refined traffic' is defined, where packet arrival time is generated according to the MMPP model and a random packet length from a specific distribution is assigned to each generated packet. Hurst parameter of the refined traffic is estimated and compared with the original Hurst parameter, which is the input parameter of the MMPP model. We also investigate the effect of the packet size distribution on the queueing performance of the MMPP traffic model and the relationship between the Hurst parameter and queueing performance.

생명보험산업에서 상품 판매비중과 금리가 해약률에 미치는 영향에 관한 연구 (An empirical study on the influence of product portfolio and interest rate on the lapse rate in the life insurance industry)

  • 정세창;오승철;강중철
    • Journal of the Korean Data and Information Science Society
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    • 제22권1호
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    • pp.73-80
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    • 2011
  • 본 연구의 목적은 상품판매 비중과 금리가 해약률에 미치는 영향을 분석하는데 있다. 본 연구의 동인은 최근 국제회계기준 및 현금흐름방식의 도입으로 해약률과 관련된 이슈가 중요해지고 있는데서 찾을 수 있다. 패널자료를 적용하여 고정효과모형 및 확률효과모형을 추정하고 하우스만 검정으로 모형을 선택하는 분석방법을 사용한다. 분석 결과 첫째, 확률효과모형이 선택되었으며, 상품 포트폴리오 중 저축성 보험, 질병보험, 사망보험의 구성비가 높고, 금리가 높을수록 해약률이 상승하는 것으로 나타나고 있다. 둘째, 건강보험이나 변액보험의 상품비중이 높을수록 해약률은 감소하는 결과를 보이고 있다.

Case study of random vibration analysis of train-bridge systems subjected to wind loads

  • Zhu, Siyu;Li, Yongle;Togbenou, Koffi;Yu, Chuanjin;Xiang, Tianyu
    • Wind and Structures
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    • 제27권6호
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    • pp.399-416
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    • 2018
  • In order to reveal the independent relationship between track irregularity and wind loads, the stochastic characteristics of train-bridge coupling systems subjected to wind loads were investigated by the multi-sample calculation. The vehicle was selected as 23 degrees of freedom dynamical model, and the bridge was described by three-dimensional finite element model. It was assumed that the wind loads were random processes with strong spatial correlation, while the track irregularities were stationary random ones. As a case study, a high-speed train running on a cable-stayed bridge subjected to wind loads was studied. The effect of rail irregularities was deemed to be independent of the effect of wind excitations on the coupling system in the same wind circumstance for the same project, leading to the conclusion that the effect of wind loads and moving vehicle could be calculated separately. The variance results of the stochastic responses of vehicle-bridge coupling system under the action of wind loads and rail irregularities together were equivalent to the sum of the variance of the responses induced by each excitation. Therefore, when one of the input excitations is different, only the effect of changed loads needs to be assessed. Moreover, the new calculated results were combined with the effect of unchanged loads to present the stochastic response of coupling system subjected to the different excitations, reducing the cost of computations. The stochastic characteristics, the CFD (cumulative distribution function) of the coupling system with different wind velocities, vehicle speed, and vehicle marshalling were studied likewise.

클라우드 컴퓨팅에서 Hadoop 애플리케이션 특성에 따른 성능 분석 (A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing)

  • 금태훈;이원주;전창호
    • 한국컴퓨터정보학회논문지
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    • 제15권5호
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    • pp.49-56
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    • 2010
  • 본 논문에서는 클라우드 컴퓨팅을 위해 Hadoop 기반의 클러스터를 구축하고, RandomTextWriter, WordCount, PI 애플리케이션을 수행함으로써 애플리케이션 특성에 따른 클러스터의 성능을 평가한다. RandomTextWriter는 주어진 용량만큼 임의의 단어를 생성하여 HDFS에 저장하는 애플리케이션이고, WordCount는 입력 파일을 읽어서 블록 단위로 단어 빈도수를 계산하는 애플리케이션이다. 그리고 PI는 몬테카를로법을 사용하여 PI 값을 유도하는 애플리케이션이다. 이러한 애플리케이션을 실행시키면서 데이터 블록 크기와 데이터 복제본 수 증가에 따른 애플리케이션의 수행시간을 측정한다. 시뮬레이션을 통하여 RandomTextWriter 애플리케이션은 데이터 복제본 수 증가에 비례하여 수행시간이 증가함을 알 수 있었다. 반면에 WordCount와 PI 애플리케이션은 데이터 복제본 수에 큰 영향을 받지 않았다. 또한 WordCount 애플리케이션은 블록 크기가 64~256MB 일 때 최적의 수행시간을 얻을 수있었다. 따라서 이러한 애플리케이션의 특성을 고려한 스케줄링 정책을 개발한다면 애플리케이션의 실행시간을 단축하여 클라우드 컴퓨팅 시스템의 성능을 향상시킬 수 있음을 보인다.

Analysis of Random Variations and Variation-Robust Advanced Device Structures

  • Nam, Hyohyun;Lee, Gyo Sub;Lee, Hyunjae;Park, In Jun;Shin, Changhwan
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제14권1호
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    • pp.8-22
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    • 2014
  • In the past few decades, CMOS logic technologies and devices have been successfully developed with the steady miniaturization of the feature size. At the sub-30-nm CMOS technology nodes, one of the main hurdles for continuously and successfully scaling down CMOS devices is the parametric failure caused by random variations such as line edge roughness (LER), random dopant fluctuation (RDF), and work-function variation (WFV). The characteristics of each random variation source and its effect on advanced device structures such as multigate and ultra-thin-body devices (vs. conventional planar bulk MOSFET) are discussed in detail. Further, suggested are suppression methods for the LER-, RDF-, and WFV-induced threshold voltage (VTH) variations in advanced CMOS logic technologies including the double-patterning and double-etching (2P2E) technique and in advanced device structures including the fully depleted silicon-on-insulator (FD-SOI) MOSFET and FinFET/tri-gate MOSFET at the sub-30-nm nodes. The segmented-channel MOSFET (SegFET) and junctionless transistor (JLT) that can suppress the random variations and the SegFET-/JLT-based static random access memory (SRAM) cell that enhance the read and write margins at a time, though generally with a trade-off between the read and the write margins, are introduced.

Lactobacillus를 주성분으로 하는 생균제의 급여가 육계의 성장성적, 혈액성분 및 장내 유산균에 미치는 효과: 메타분석 (Effect of Lactobacillus Base Probiotics Feeding on the Growth Performance, Blood Parameters and Cecal Lactic Acid Bacteria of Broiler Chicken: Meta-analysis)

  • 최낙진;황인호;박철;김대철;백승우;문상호;조원모;홍성구
    • 한국유기농업학회지
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    • 제19권4호
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    • pp.565-575
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    • 2011
  • Recently, the use of antibiotics to improve animal productivity in livestock industry was strictly restricted. For these reason, probiotics have been regarded as one of promising materials for an antibiotic alternative. In this study, we investigated how the probiotics influences on the performance of broiler chicken via meta-analysis. Eighteen researches from 1997 to 2010 were used for meta-analysis. The standard summary effects were calculated via fixed effect model and random effect model (Borenstein et al., 2009). Heterogeneity was calculated by using the Cochran's Q statistics (Kook et al., 2009) and publication bias was calculated via Egger's regression (Lee et al., 2011). In fixed model average daily gain, body weight serum protein content and cecal LAB showed positive effect significantly. Feed intake, feed/gain and serum cholesterol showed significant negative effect. In serum triglyceride, negative effect was found but significance was not shown. In random model, average daily gain body weight and cecal LAB showed positive effects with significance and feed/gain and serum cholesterol represented significant negative effects. Publication bias was found only in feed/gain.