• Title/Summary/Keyword: 반복측정 분산분석

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Analysis of latent growth model using repeated measures ANOVA in the data from KYPS (청소년패널자료 분석에서의 반복측정분산분석을 활용한 잠재성장모형)

  • Lee, Hwa-Jung;Kang, Suk-Bok
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.6
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    • pp.1409-1419
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    • 2013
  • We analyzed the data from KYPS using the latent growth model which has been widely studied as an analysis method of longitudinal data. In this study, we applied repeated measures ANOVA to unconditional model in order for faster decision of the unconditional model of the latent growth model. Also, we compared the six-type models, the quadratic model and the model of which repeated measures ANOVA is applied.

A Study on Multivariate Tests in the Profile Analysis (프로파일 분석에서의 다변량 검정법 비교 연구)

  • 박진경;박태성
    • The Korean Journal of Applied Statistics
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    • v.12 no.1
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    • pp.97-107
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    • 1999
  • 프로파일 분석은 반복측정 자료를 분석하는데 있어서 널리 사용되는 다변량 분석모형이다. 프로파일 분석에서는 처리 그룹간의 비교와 반응 프로파일의 평행성 검정을 위해서 4가지 검정통계량이 널리 사용되고 있다. 이들 검정통계량은 Wilks의 통계량($\Lambda$), Pillai's Trace 통계량(V), Hotelling-Lawley Trace 통계량(U), Roy's Maximum Root 통계량($\Theta$ )이다. 그 동안 이들 통계량들을 비교하기 위한 여러 연구가 있었지만 주로 일반적인 다변량 분산분석 모형에 근거한 비교였다. 본 논문에서는 자료가 반복측정 자료이고 우리의 관심이 프로파일 분석에 있을 때에 이 4가지 통계량의 비교에 초점을 맞추었다.

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Measurement Error Variance Estimation Based on Subsample Re-measurements (이중 추출 자료를 이용한 측정오차분산의 추정)

  • 허순영
    • Proceedings of the Korean Association for Survey Research Conference
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    • 2003.06a
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    • pp.34-41
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    • 2003
  • In many cases, the measurement error variances may be functions of the unknown true values or related covariates. This paper develops estimators of the parameters of a linear measurement error variance function based on wi thin-unit sample variaoces. This paper devotes to: (1) define measurement error scale factor $\delta$: (2) develop estimators of the parameters of the 1inear measurement error variance function under stratified multistage sampling design and small error conditions; (3) use propensity methods to adjust survey weights to account for possible selection effects at the replicate level. The proposed methods are applied to medical examination data from the U S Third National Health and Nutrition Examination Survey(NHANES III)

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Improvement Particle and Physical Characteristics Applying of The Pretreatment Process System of Coal Gasification Slag and It's Verification Based on Statistical Approach (석탄 가스화 용융 슬래그의 전처리 공정 시스템 적용에 따른 입자 및 물리적 특성 개선 및 통계적 검증)

  • Kim, Jong;Han, Min-Cheol;Han, Jun-Hui
    • Journal of the Korean Recycled Construction Resources Institute
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    • v.10 no.3
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    • pp.285-292
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    • 2022
  • The objective of this study is to investigate whether CGS generated in IGCC satisfies the fine aggregate quality items specified in KS F 2527(Concrete Aggregate) through the pretreatment process system and the quality improvement the system. The statistical significance of the pretreatment process was analyzed through Repeated Measurements ANOVA as measured values according to individually pretreatment process system. As a result of the analysis, In the case of CGS fine aggregate quality before and after the pretreatment process system, the density increased 5.2 %, the absorption rate decreased by 1.86 %, the 0.08 mm passing ratio decreased by 2.25 %, and Fineness Modulus and Particle-size Distribution were also found to be adjustable. It was found that the pretreatment process system was significant in improving the quality of CGS.

Effect of Ankle Taping and Brief Exercise on Lower Extremity Kinematics of Healthy Adults During Vertical Drop Landing (수직착지시 발목관절의 운동형상학적(kinematic) 분석)

  • Yi, Chung-Hwi;Park, So-Yeon;Kwon, Hyuk-Cheol
    • Physical Therapy Korea
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    • v.9 no.4
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    • pp.37-44
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    • 2002
  • 이 연구의 목적은 발목에 테이핑을 한 후 40 cm의 높이에서 한 발로 수직착지를 할 때 발목관절에서의 테이핑 효과를 분석하는 것이었다. 대상자는 20대의 건강한 성인 14명(남자 4명, 여자 10명) 이었다. 대상자에게 적용한 조건은 테이핑 전, 테이핑 적용, 30분 동안 트레드밀에서 걷기, 테이핑 제거상태 이었고 맥리플렉스(MacReflex)를 이용하여 발끝이 지면에 닿은 상태에서 발목이 최대 배측굴곡(dorsiflexion) 되기까지 걸린 시간, 발목관절 각도변화, 각속도를 측정한 후 반복측정에 의한 분산분석으로 비교하였다. 그 결과 네 개의 조건간에는 통계학적으로 유의한 차이가 없었다(p>.05). 따라서 발목 테이핑은 수직착지시 발목의 배측굴곡을 제한하는 효과는 없다고 판단된다.

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Small Sample Characteristics of Generalized Estimating Equations for Categorical Repeated Measurements (범주형 반복측정자료를 위한 일반화 추정방정식의 소표본 특성)

  • 김동욱;김재직
    • The Korean Journal of Applied Statistics
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    • v.15 no.2
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    • pp.297-310
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    • 2002
  • Liang and Zeger proposed generalized estimating equations(GEE) for analyzing repeated data which is discrete or continuous. GEE model can be extended to model for repeated categorical data and its estimator has asymptotic multivariate normal distribution in large sample sizes. But GEE is based on large sample asymptotic theory. In this paper, we study the properties of GEE estimators for repeated ordinal data in small sample sizes. We generate ordinal repeated measurements for two groups using two methods. Through Monte Carlo simulation studies we investigate the empirical type 1 error rates, powers, relative efficiencies of the GEE estimators, the effect of unequal sample size of two groups, and the performance of variance estimators for polytomous ordinal response variables, especially in small sample sizes.

The effects of mat and field exercise on the balance and gait in older adults (메트와 필드운동이 노인의 균형과 보행에 미치는 영향)

  • Lee, Su-Yeon;Ma, Sang-Yeol;Cho, Gyo-Young
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.4
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    • pp.661-672
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    • 2009
  • This study was conducted to investigate whether mat exercise and field exercise have effectiveness on the balance and gait in older adults. Thirty subjects were participated in this study. And they were all randomly divided into mat exercise and field exercise group. To evaluate the effects of mat and field exercise, subjects were evaluated by using One Leg Stand test which was static balance test, and Berg Balance test which was dynamic balance test. Finally Gait pattern was assessed by using 3-dimensional gait analysis system. The assessment parameters were evaluated before, after 3 weeks, and after 6 weeks treatments. And we received a consent form from all subjects. The results of repeated measures analysis of variance showed that One Leg Stand, Berg Balance, Stride length, Cadence, Velocity were significantly increased after than before exercise in both groups. So we conclude that therapeutic exercise that is mat and field exercise has effectiveness on the balance and gait in older adults.

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Assessing Correlation between Two Variables in Repeated Measurements using Mixed Effect Models (혼합모형을 이용한 반복 측정된 변수들 간의 상관분석)

  • Han, Kyunghwa;Jung, Inkyung
    • The Korean Journal of Applied Statistics
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    • v.28 no.2
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    • pp.201-210
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    • 2015
  • Repeated measurements on each variables of interest often arise in bioscience or medical research. We need to account for correlations among repeated measurements to assess the correlation between two variables in the presence of replication. This paper reviews methods to estimate a correlation coefficient between two variables in repeated measurements using the variance-covariance matrix of linear mixed effect models. We analyze acoustic radiation force impulse imaging (ARFI) data to assess correlation between three shear wave velocity (SWV) measurements in liver or spleen and spleen length by ultrasonography. We present how to obtain parameter estimates for the variance-covariance matrix and correlations in mixed effects models using PROC MIXED in SAS.

The effect of mulligan manual therapy on pain and muscle assessment questionnaire in female elders with osteoarthritis of the knee (멀리건 도수치료가 여성 퇴행성 슬관절염 환자의 통증과 근 기능평가에 미치는 효과)

  • Ma, Sang-Yeol
    • Journal of the Korean Data and Information Science Society
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    • v.21 no.4
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    • pp.641-650
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    • 2010
  • This study was conducted to investigate whether Mulligan manual therapy and Physical therapy have effectiveness on the pain and muscle assessment questionnaire in female elders with osteoarthritis of the knee. Thirty subjects were participated in this study. And they were all randomly divided into Mulligan manual therapy and Physical therapy group. To evaluate the effects of Mulligan manual therapy and Physical therapy, subjects were evaluated by using visual analogue scale and muscle assessment questionnaire. The assessment parameters were evaluated before, after 2 weeks, and after 4 weeks treatments. And we received a consent form from Mulligan manual therapy subjects. The results of repeated measures analysis of variance showed that pain, strength, endurance, coordination/balance were significantly improved after than before therapy in Mulligan manual therapy group. So we conclude that Mulligan manual therapy has effectiveness on the pain and muscle assessment questionnaire in female elders with osteoarthritis of the knee.

A Comparison of Gait Patterns in Young Asian and Caucasian Women (젊은 아시아인과 코카시아 여성의 보행 패턴 비교)

  • Kwon, Soonjung
    • Physical Therapy Korea
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    • v.5 no.4
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    • pp.30-40
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    • 1998
  • 이 연구의 목적은 젊은 아시아인과 코카시아 여성의 보행패턴 중 보폭시간(step time) 과 보폭 (step length)을 비교하고 두 집단의 골반넓이와 보폭과 상관관계가 있는지 알아보는 것이다. 연구대상자는 15명의 아시아인과 15명의 코카시아 여성이었으며 나이는 23세에서 35세 범위에 있었다. 보행분석을 위해서는 GAITRite System을 사용하였으며 분석방법으로는 인종(아시아인대 코카시아인)과 신체부위(좌측, 우측)를 요인으로 하여 반복측정에 의한 분산분석을 하였다. 아시아인 여성보다 코카시아인 여성의 보폭, 다리길이, 골반 넓이가 통계학적으로 유의하게 높았고 왼쪽 다리의 걸음과 오른쪽 다리의 걸음에 있어서는 통계학적으로 유의한 차이가 없었다. 그리고 보폭시간, 속도, 걸음수(cadence)에 있어서도 두 여성 인종간에 통계학적으로 유의한 차이가 없었다. 이러한 결과는 보행변수 중에서 걸음수나 속도와 같은 시간변수에 았어서는 아시아인 여성과 코카시아인 여성간에 차이가 없음을 의미한다.

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