• 제목/요약/키워드: variable dimension

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단위 무응답 보정에서 보조변수의 선택에 관한 연구 (A Study on Auxiliary Variable Selection in Unit Nonresponse Calibration)

  • 손창균;홍기학;이기성
    • 응용통계연구
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    • 제16권1호
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    • pp.33-44
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    • 2003
  • 조사과정에서 필연적으로 발생하는 무응답을 보정하기 위해 보조정보를 사용해야 한다. 이 때, 이용 가능한 보조정보의 차원이 크면, 계산과정에서 많은 시간이 소요되며 데이터를 다루기가 매우 어렵다. 또한 추정량의 분산이 보조전보의 차원에 의존하기 때문에 과소추정의 문제가 발생한다. 이러한 문제를 해결하기 위해 무응답 보정에서 적절한 보조정보의 선택 방법을 제안하였고, 이에 대한 효율성을 모의실험을 통해 살펴보았다.

엔드밀 가공에서 프랙탈 차원 해석을 통한 표면 거칠기의 특성 (Characteristics of Surface Roughness through Fractal Dimension Analysis in End milling)

  • 최임수;이기용;이득우;김정석
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 춘계학술대회 논문집
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    • pp.1083-1087
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    • 1997
  • End milling is available for machining the variable shape of products and has brrn widely applied in many Manufacturing industries. The surface finish of machined parts determines quality and functionality of products. Surface roughness causes friction,noise,fracture, glossiness and seizure, so many research had been performed to precisely. In particular an experimental analysis was carried out to investigate the influence ofsurface roughness on the fractal dimension. This parameter was assumed to contain not only information of roughness but also extra meaning. Experiments which were performed under various cutting conditions to compare fractal dimension with surface roughness R /sab a/ show fractal dimension to be useful parameter for determining of roughness.

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학교 상황에서 대학생의 성별에 따른 이미지 용어 지각 및 추구 이미지 지각 차원 차이 (Differences in Perception of Image Words and Perception Dimension of Desired Image according to Sex Variable for College Students in a School Context)

  • 정인희
    • 복식문화연구
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    • 제12권2호
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    • pp.199-210
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    • 2004
  • This study was intended to identify the differences in perception of image words and perception dimension of desired image according to sex variable for college students in a school context. Data were collected by questionnaires distributed to 443 college students from August to September of 2000. After eliminating incomplete questionnaires, 396 were analyzed. As results of factor analysis, 7 desired image factors were determined for male and female, respectively. On the basis of these results, major perception differences were identified according to sex variable. Differently-perceived image words were as fellows: For intellectual image, male relates it with sporty while female relates it with graceful; for masculine image, male relates it with mature while female relates it with sporty; and for feminine image, male relates it with sexy and graceful while female relates it modest, pure, and cute. Multidimensional scaling was employed to determine the perception dimension of desired image. Two dimensions were accepted to interpret the results for both sex, respectively. 'Feminine-masculine' and 'conspicuous-plain' were criteria for male students, while 'unnatural-natural' and 'feminine-masculine' were criteria for female students.

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차원 축소 진동 신호를 이용한 신경망 기반 선박 엔진 고장진단에 관한 연구 (A study on fault diagnosis of marine engine using a neural network with dimension-reduced vibration signals)

  • 심기찬;이강수;변성훈
    • 한국음향학회지
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    • 제41권5호
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    • pp.492-499
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    • 2022
  • 본 연구에서는 진동 신호의 차원 감소가 선박 엔진의 고장진단에 미치는 영향을 실험적으로 분석한 결과를 제시한다. 주성분 분석을 이용하여 513차원의 진동 신호를 1 ~ 15차원의 저차원 신호로 변환하여 차원 변화에 따른 고장진단 정확도의 변화를 관찰하였다. 실제 규모의 선박용 발전기 디젤 엔진에서 측정된 진동 신호를 사용하고, integrated gradients와 feature permutation 기법의 두 가지 변수 중요도 분석 알고리즘을 사용하여 차원 축소 신호의 기여도를 정량적으로 평가하였다. 실험 데이터 분석 결과, 사용하는 차원의 수가 증가할수록 결함 진단의 정확도가 향상되는 것으로 나타났다. 차원이 10 이상에 다다르면 거의 모든 고장상태가 정확하게 분류되었으며, 이는 고장진단 정확도를 저하시키지 않으면서도 진동 신호의 차원수를 크게 줄일 수 있음을 보여준다. 변수 중요도 분석에서도 차원 축소 주성분이 기존 통계적 특성보다 더 높은 기여도를 보였으며, 차원 축소된 진동 스펙트럼이 고장진단에 효과적으로 사용될 수 있음을 확인하였다.

유통업체의 고객서비스에 관한 연구 -의류제품을 중심을- (A Study on the Consumer Service of Retailing - focusing on the Apparel Product -)

  • 이은숙
    • 한국의상디자인학회지
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    • 제4권2호
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    • pp.31-45
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    • 2002
  • The purpose of this study was designed to investigate if self-monitoring variable among various individual trait theories and demographic variable would be variables which can explain about the importance differences of consumer service level of retailing in the garment product. The survey was conducted from Feb, 6 to 16, 2002. For this survey, the 118 data were analysed with spss window 9.0 version and Cronbach's, Factor analysis, one-way ANOVA, Duncan test, Frequency, mean, percentage were applied. The results of this study were as follows; 1. Consumer service was classified in attitude/confidence/expert knowledge of salesperson, product display, product information, product assortment, shopping environment, lighting setup. 2. As a result of analyzing the importance differences per consumer service dimension depending on self-monitoring levels, it was not significant differences. 3. As a result of analyzing the importance differences per consumer service dimension depending on demographic variables, it was not significant differences.

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Spinning Detonation 파의 3차원 수치 해석 (Three-Dimensional Numerical Analysis of Spinning Detonation Wave)

  • 조덕래;최정열;원수희
    • 한국연소학회:학술대회논문집
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    • 한국연소학회 2006년도 제32회 KOSCO SYMPOSIUM 논문집
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    • pp.205-212
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    • 2006
  • Three-dimensional numerical study was carried out for the investigation of the detonation wave structures propagating in tubes. Fluid dynamics equations and conservation equation of reaction progress variable were analyzed by a MUSCL-type TVD scheme and four stage Runge-Kutta time integration. Chemical reaction was modeled by using a simplified one-step irreversible kinetics model. The variable gas properties between unburned and burned states were considered by using variable specific heat ratio formulation. The unsteady computational results in three-dimension show the detailed mechanisms of rectangular and diagonal mode of detonation wave instabilities resulting same cell length but different cell width in smoked-foil record. The results for the small reaction constant shows the spinning mode of three-dimensional detonation wave dynamics, which was rarely observed in the previous numerical simulation of the detonation waves.

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MBRDR: R-package for response dimension reduction in multivariate regression

  • Heesung Ahn;Jae Keun Yoo
    • Communications for Statistical Applications and Methods
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    • 제31권2호
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    • pp.179-189
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    • 2024
  • In multivariate regression with a high-dimensional response Y ∈ ℝr and a relatively low-dimensional predictor X ∈ ℝp (where r ≥ 2), the statistical analysis of such data presents significant challenges due to the exponential increase in the number of parameters as the dimension of the response grows. Most existing dimension reduction techniques primarily focus on reducing the dimension of the predictors (X), not the dimension of the response variable (Y). Yoo and Cook (2008) introduced a response dimension reduction method that preserves information about the conditional mean E(Y | X). Building upon this foundational work, Yoo (2018) proposed two semi-parametric methods, principal response reduction (PRR) and principal fitted response reduction (PFRR), then expanded these methods to unstructured principal fitted response reduction (UPFRR) (Yoo, 2019). This paper reviews these four response dimension reduction methodologies mentioned above. In addition, it introduces the implementation of the mbrdr package in R. The mbrdr is a unique tool in the R community, as it is specifically designed for response dimension reduction, setting it apart from existing dimension reduction packages that focus solely on predictors.

Quantitative evaluation of midpalatal suture maturation via fractal analysis

  • Kwak, Kyoung Ho;Kim, Seong Sik;Kim, Yong-Il;Kim, Yong-Deok
    • 대한치과교정학회지
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    • 제46권5호
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    • pp.323-330
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    • 2016
  • Objective: The purpose of this study was to determine whether the results of fractal analysis can be used as criteria for midpalatal suture maturation evaluation. Methods: The study included 131 subjects aged over 18 years of age (range 18.1-53.4 years) who underwent cone-beam computed tomography. Skeletonized images of the midpalatal suture were obtained via image processing software and used to calculate fractal dimensions. Correlations between maturation stage and fractal dimensions were calculated using Spearman's correlation coefficient. Optimal fractal dimension cut-off values were determined using a receiver operating characteristic curve. Results: The distribution of maturation stages of the midpalatal suture according to the cervical vertebrae maturation index was highly variable, and there was a strong negative correlation between maturation stage and fractal dimension (-0.623, p < 0.001). Fractal dimension was a statistically significant indicator of dichotomous results with regard to maturation stage (area under curve = 0.794, p < 0.001). A test in which fractal dimension was used to predict the resulting variable that splits maturation stages into ABC and D or E yielded an optimal fractal dimension cut-off value of 1.0235. Conclusions: There was a strong negative correlation between fractal dimension and midpalatal suture maturation. Fractal analysis is an objective quantitative method, and therefore we suggest that it may be useful for the evaluation of midpalatal suture maturation.

탄소재 성형품에 대한 정밀 치수 검사 시스템에 관한 연구 (A Study on the System of the Precision Dimensional Measurements for Molded Product Carbon Materials)

  • 김대년
    • 조명전기설비학회논문지
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    • 제30권2호
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    • pp.37-42
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    • 2016
  • This paper proposes a method to develop a high-precision dimension measurement system using a linear variable differential transformer sensor. The Dimension targets for measurement is carbon material vanes of key element in the rotating parts within vehicle circulating pump. Data acquisition system for dimension measurement is designed using the NI Compact RIO. And the program applying the dimension measurement algorithm is built using NI LabVIEW. The dimension measuring program is composed of a FPGA program, Real Time program and Host program. The method of the experiment compares master vane with target vane for measure the length of the carbon material vane. The experimental results confirmed the usefulness of the accuracy within ${\pm}4um$.

2차원 관리도와 관리도를 이용한 독립변수와 종속변수의 관계연구 (Study on 2 dimensional Control Chart and Search interrelation Independent variable and dependent variable by using control chart considered simultaneously)

  • 이상복;김명훈
    • 한국품질경영학회:학술대회논문집
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    • 한국품질경영학회 2006년도 추계 학술대회
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    • pp.195-198
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    • 2006
  • In this paper, we propose a 2dimension Control Chart. Suggested which Control chart augments Schwart Control chart which is 1-dimensional and Independent variable and dependent variable interrelationship by using control chart. Schwart control chart cannot use input variable and output variable together. In this paper, we try to analysis input variable and output variable dependent and effect. So called 2-dimensional control char.

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