• 제목/요약/키워드: Canonical correlation

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토양(土壤)의 이화학적(理化學的) 특성(特性)과 대나무 생장(生長)과의 관계(關係) (Relationships between Soil-Site Properties and Bamboo (Phyllostachys bambusoides) Growth)

  • 정영관
    • 한국산림과학회지
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    • 제79권1호
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    • pp.16-20
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    • 1990
  • 17개(個)의 토양인자(土壤因子)와 대나무의 직경(直徑), 간고(稈高) 그리고 절간(節間) 생장량(生長量)과의 관계(關係)를 구명(究明)하기 위하여 정준상관분석(正準相關分析)을 실시(實施)하였다. 첫번째 정준상관(正準相關)은 매우 유의적(有意的) 이었고, 변수(變數)의 2조합(組合)에서 분산(分散)은 크고, 그리고 정준변량(正準變量)은 생물학적(生物學的)으로 의의(意義)가 있었다. 따라서 표층토심(表層土深), 전질소(全窒素) 그리고 유기물함량(有機物含量)등은 첫번째 토양성질(土壤性質)의 정준변량(正準變量)과 매우높은 정(正)의 상관(相關)을 나타내었다. 그리고 점토함량(粘土含量)과 치환성용량(置煥性容量)은 부(負)의 상관(相關)으로 나타났다. 17개(個) 변수(變數) 가운데 8개(個) 변수(變數)만이 대나무의 생장(生長)을 예측(豫測)하는데 관계(關係)되는 것으로 사료(思料)된다.

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기업윤리의 인식수준과 실천수준 사이의 관계 연구;외식산업체 종사원을 중심으로 (A Canonical Correlation between Employee's Business Ethics Awareness and the Business Ethics Practice in Foodservice Industry)

  • 정효선;윤혜현
    • 한국식생활문화학회지
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    • 제23권2호
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    • pp.163-171
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    • 2008
  • The purpose of this study was to measure employee ‘awareness’ and ‘practice’ of business ethics in the foodservice industry, and to determine possible correlations between these two variables. Self administrated questionnaires were completed by 1003 employees and data were analysed to ascertain frequency, factor, reliability, correlation and canonical correlation. Two factors were obtained from factor analysis of business ethics(BE) awareness; “Organizational awareness”, and “Individual awareness”. Similarly, two factors were also obtained for business ethics practice; “Systematic practice”, and “Compensatory practice”. Canonical correlation analysis produced two significant functions. For canonical function 1, it was found that organizational awareness of BE was positively correlated with systematic practice. For canonical function 2, it was found that individual awareness of BE was negatively correlated with the compensatory practices of BE. The findings of this study demonstrate that higher organizational awareness of business ethics in the foodservice industry led to higher systematic practices of BE, while higher individual awareness of BE led to lower compensatory practices of BE. In conclusion, higher organizational awareness of BE places a higher priority on building an external system from an institutional perspective, while higher employees awareness of BE leads to higher expectation from the company, resulting in relatively low compensatory practices.

Identification of Association between Supply of Pork and Production of Meat Products in Korea by Canonical Correlation Analysis

  • Kim, Tae Wan;Kim, Chul Wook;Noh, Chi Won;Kim, Sam Woong;Kim, Il-Suk
    • 한국축산식품학회지
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    • 제38권4호
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    • pp.794-805
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    • 2018
  • To identify correlation between fresh meat and processed meat products, we performed canonical correlation analysis (CCA) to predict the relationship between pork supply and meat product production in Korea. Results of CCA showed a canonical correlation of 0.8576 in the first canonical pair (p<0.01). The production of meat products showed the highest correlation with pork import but the lowest correlation with the production of domestic pork. Although Korean consumer preferred meat products produced by fresh domestic pork, inexpensively imported pork with high share in meat products was supplied in the market. Therefore, securing domestically produced raw meat is important for expanding consumption of domestic meat products. Results of this study suggest that meat processor and pig producer can achieve the $6^{th}$ industrialization by combining the production of raw pork materials, meat processing, and sales service.

Canonical correlation between body information and lipid-profile: A study on the National Health Insurance Big Data in Korea

  • Jo, Han-Gue;Kang, Young-Heung
    • 한국컴퓨터정보학회논문지
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    • 제26권1호
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    • pp.201-208
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    • 2021
  • 본 연구에서는 2009-2016 보건의료 빅데이터를 활용하여 신체 정보와 혈액 내 지질 농도의 연관성을 다변량 분석하여 주요 요소들 사이의 영향력 정도를 비교 분석함으로써, 한국인의 이상지질혈증 예측모델 개발을 위한 근거를 제시하고자 한다. 3,312,971 명의 건강검진정보 자료를 통해서 신체 정보(나이, 신장, 체중, 허리둘레) 항목과 혈액검사(총콜레스테롤, 중성지방, HDL 콜레스테롤, LDL 콜레스테롤) 항목 간의 다차원적 선형상관관계를 도출하고, 항목 간의 영향력을 정준변량(canonical variate)으로 분석하였다. 그 결과 허리둘레가 크고 체중이 많이 나가면 중성지방이 높아지고 HDL 콜레스테롤 수치가 낮아지는 다차원적 상관관계를 도출하였다. 또한, 나이, 체중, 허리둘레, HDL 콜레스테롤 항목은 그 영향력 정도가 성별에 따라 유의미한 차이를 보였다. 특히, 나이에 따른 영향력의 정도는 체중, 허리둘레, HDL 콜레스테롤 항목이 40-50 전후 여성에게서 뚜렷한 변화를 보였다. 보건의료 빅데이터를 정준상관분석 기법을 적용하여 분석한 다차원적 상관관계는 비침습적인 방법으로 간편하게 측정 가능한 신체정보를 바탕으로 건강 상태를 평가할 수 있는 예측모델을 개발하는 데 활용될 수 있을 것이다.

Quantification Plots for Several Sets of Variables

  • Park, Mira;Huh, Myung-Hoe
    • Journal of the Korean Statistical Society
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    • 제25권4호
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    • pp.589-601
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    • 1996
  • Geometric approach to extend the classical two-set theory of canonical correlation analysis to three or more sets is considered. It provides statistical graphs to represent the data in a low dimensional space. Procedures are developed for computing the canonical variables and the corresponding properties are investigated. The solution is equivalent to that of the usual problem in the case of two sets. Goodness-of-fit of the proposed plots is studied and a numerical example is included.

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Nonlinear Canonical Correlation Analysis of the Korea Precipitaiton with Sea Surface Temperature near East Asia

  • 김광섭;순밍동
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2010년도 학술발표회
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    • pp.1620-1624
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    • 2010
  • The NLCCA has been applied to analyze the East Asia sea surface temperature (SST) and Korea monthly precipitation, where the eight leading PCs of the SST and the eight PCs of the precipitation during 1973-2007 were inputs to an NLCCA model. The first NLCCA mode is plotted in the PC spaces of the Korea precipitation and the world SST present a curve linking the nonlinear relationship between the first three leading PCs of Korea precipitation and world SST forthright. The correlation coefficient between canonical variate time series u and v is 0.8538 for the first NLCCA mode. And there are some areas' climate variability have higher relationship with Korea precipitation, especially focus on the north of East Sea' climate variability have represented the higher canonical correlation with Korea precipitation, with the correlation coefficient is 0.871 and 0.838. Likewise in Korea, most stations display similarly uniform distributing characteristic and less difference, in particular the inshore stations have display identical distributing characteristic. In correlation variables' scores, the fluctuation and variation trend are also seasonal oscillation with high frequency.

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공변량요인 효과를 제거한 편정준상관 행렬도와 프로크러스티즈 분석을 응용한 남자 테니스선수의 체력요인 및 기초기술요인에 대한 분석연구 (Relationship between Physical Fitness and Basic Skill Factors for KTA Players Using the Partial Cannonical Correlation Biplot Removing the Linear Effect of the Set of Covariate Variables and Procrustes Analysis)

  • 최태훈;최용석
    • Communications for Statistical Applications and Methods
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    • 제19권1호
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    • pp.97-105
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    • 2012
  • 일반화 정준상관 행렬도(generalized canonical correlation biplot)는 정준상관분석에서 세 변수군 이상에 의해서 측정된 다변량 자료에서 변수 집단 간의 관계와 개체들의 관계를 탐색하기 위한 2차원 그림이다. 최근에 이를 활용하여 최태훈과 최용석 (2010)은 2004년 대한테니스협회(KTA)에 등록된 남자선수들 중 상위 50명을 대상으로 세 변수군인 체격요인변수군, 체력요인변수군 그리고 기초기술요인변수군의 상호 연관성을 살펴보았다. 그러나 이들 분석에서 체격요인변수군이 나머지 두 변수군과 독립적이지 못하고 선형적 영향을 미치는 것으로 판단되어 이를 공변량변수군으로 고려하였다. 이와같이 세 변수군에서 한 변수군이 공변량(covariate)으로 영향을 주는 경우 이를 제거한 정준상관분석을 편(partial)정준상관분석이라 하며 이와 관련된 편정준상관 행렬도를 염아림과 최용석 (2011)은 제안하였다. 본 연구에서는 최태훈과 최용석(2010)의 분석에서 체격요인변수군의 영향을 제거하고 체력요인변수군과 기초기술요인변수군의 관계를 살펴보는 편정준상관 행렬도의 활용의 예를 보이고 기존 연구의 일반화 정준상관 행렬도, 편정준상관 행렬도, 정준상관 행렬도의 결과를 서로 비교하고자 한다. 덧붙여 이들 행렬도간의 형상변동 차이를 프로크러스티즈 분석을 활용하여 비교하고자 한다.

Canonical Correlation of 3D Visual Fatigue between Subjective and Physiological Measures

  • Won, Myeung Ju;Park, Sang In;Whang, Mincheol
    • 대한인간공학회지
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    • 제31권6호
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    • pp.785-791
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    • 2012
  • Objective: The aim of this study was to investigate the correlation between 3D visual fatigue and physiological measures by canonical correlation analysis enabling to categorical correlation. Background: Few studies have been conducted to investigate the physiological mechanism underlying the visual fatigue caused by processing 3D information which may make the cognitive mechanism overloaded. However, even the previous studies lack validation in terms of the correlation between physiological variables and the visual fatigue. Method: 9 Female and 6 male subjects with a mean age of $22.53{\pm}2.55$ voluntarily participated in this experiment. All participants were asked to report how they felt about their health sate at after viewing 3D. In addition, Low & Hybrid measurement test(Event Related Potential, Steady-state Visual Evoked Potential) and for evaluating cognitive fatigue before and after viewing 3D were performed. The physiological signal were measured with subjective fatigue evaluation before and after in watching the 3D content. For this study suggesting categorical correlation, all measures were categorized into three sets such as included Visual Fatigue set(response time, subjective evaluation), Autonomic Nervous System set(PPG frequency, PPG amplitude, HF/LF ratio), Central Nervous System set(ERP amplitude P4, O1, O2, ERP latency P4, O1, O2, SSVEP S/N ratio P4, O1, O2). Then the correlation of three variables sets, canonical correlation analysis was conducted. Results: The results showed a significant correlation between visual fatigue and physiological measures. However, different variables of visual fatigue were highly correlated to respective HF/LF ratio and to ERP latency(O2). Conclusion: Response time was highly correlated to ERP latency(O2) while the subjective evaluation was to HF/LF ratio. Application: This study may provide the most significant variables for the quantitative evaluation of visual fatigue using HF/LF ratio and ERP latency based human performance and subjective fatigue.

Multi-block Analysis of Genomic Data Using Generalized Canonical Correlation Analysis

  • Jun, Inyoung;Choi, Wooree;Park, Mira
    • Genomics & Informatics
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    • 제16권4호
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    • pp.33.1-33.9
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    • 2018
  • Recently, there have been many studies in medicine related to genetic analysis. Many genetic studies have been performed to find genes associated with complex diseases. To find out how genes are related to disease, we need to understand not only the simple relationship of genotypes but also the way they are related to phenotype. Multi-block data, which is a summation form of variable sets, is used for enhancing the analysis of the relationships of different blocks. By identifying relationships through a multi-block data form, we can understand the association between the blocks in comprehending the correlation between them. Several statistical analysis methods have been developed to understand the relationship between multi-block data. In this paper, we will use generalized canonical correlation methodology to analyze multi-block data from the Korean Association Resource project, which has a combination of single nucleotide polymorphism blocks, phenotype blocks, and disease blocks.

약물계산 오류예방을 위한 간호사의 역량과 투약안전과 관련된 병원조직풍토간의 정준상관관계 (Canonical Correlation between Drug Dosage Calculation Error Prevention Competence of Nurses and Medication Safety Organizational Climate)

  • 김명수
    • 성인간호학회지
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    • 제24권6호
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    • pp.569-579
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    • 2012
  • Purpose: The purpose of this study was to investigate the relationship between drug dosage calculation error prevention competence and medication safety organizational climate. Methods: We surveyed 207 nurses from 15 hospitals. An assessment survey was designed to assess the medication safety organizational climate which consisted of four subcategories including medication safety cultures, medication safety initiatives, medication error communication, and medication error management competence. The drug dosage calculation error prevention competence contains two subcategories; Dosage calculation habits and ability. The data were collected from July to August 2011. Descriptive statistics, t-test, ANOVA, partial Pearson correlation coefficient, canonical correlation were used. Results: Organizational climate was related to dosage calculation error prevention competence with two significant canonical variables. The first canonical correlation coefficient was .53 (Wilks' ${\lambda}$=0.71, df=8, p<.001) and that of the second was .21 (Wilks' ${\lambda}$=0.96, df=3, p=.027). The first variate indicated higher perception of medication safety cultures, safety initiatives, error communication and error management competence were related to better dosage calculation habits. The second variate showed higher perception of medication safety cultures and lower medication error management competence were related to higher calculation ability. Conclusion: Continuous supporting strategies for medication safety organizational climate should be implemented to improve drug dosage calculation habits.