• 제목/요약/키워드: exploratory correlation analysis

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공간자기상관기법을 이용한 근린상권의 공간특성분석 (A Analysis on the Spatial Features of the Neighborhood Trade Area using Positive Spatial Autocorrelation Method)

  • 정대영;손영기
    • 대한공간정보학회지
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    • 제17권1호
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    • pp.141-147
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    • 2009
  • 상점의 정보, 서비스업 등을 영위하기 위한 공간입지에 대한 정보(인구생태학적 변수, 사회생태학적 변수)의 탐색적 자료 분석을 위해 공간 특성분석이 필요하다. 따라서 본 연구에서는 지리적 공간상에서 공간객체간의 상호의존성과 상호작용과 통계적 상관분석을 이용하여 서비스업종간의 상관분석법을 제시하고자 하며, 또한 근린상권의 업종 간 상관관계분석의 도출을 통하여 공간특성에 대한 분석을 하기 위함이다.

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Exploratory Methods for Joint Distribution Valued Data and Their Application

  • Igarashi, Kazuto;Minami, Hiroyuki;Mizuta, Masahiro
    • Communications for Statistical Applications and Methods
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    • 제22권3호
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    • pp.265-276
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    • 2015
  • In this paper, we propose hierarchical cluster analysis and multidimensional scaling for joint distribution valued data. Information technology is increasing the necessity of statistical methods for large and complex data. Symbolic Data Analysis (SDA) is an attractive framework for the data. In SDA, target objects are typically represented by aggregated data. Most methods on SDA deal with objects represented as intervals and histograms. However, those methods cannot consider information among variables including correlation. In addition, objects represented as a joint distribution can contain information among variables. Therefore, we focus on methods for joint distribution valued data. We expanded the two well-known exploratory methods using the dissimilarities adopted Hall Type relative projection index among joint distribution valued data. We show a simulation study and an actual example of proposed methods.

A Validation Study of the Korean Version of the Connectedness to Nature Scale

  • Gim, Wan-Suk;Lee, Min-Hyung;Kim, Kwang-Hyune
    • 인간식물환경학회지
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    • 제22권6호
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    • pp.621-628
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    • 2019
  • The purpose of this study was to investigate the reliability and validity of the Korean version of the Connectedness to Nature Scale(K-CNS), which was translated from the Connectedness to Nature Scale(CNS) developed by Mayer and Frantz. For this study, questionnaires were conducted with a sample of 407 Korean citizens from various backgrounds and regions, with the ages ranging from 17 to 60. Exploratory factor analysis, internal consistency test and correlation checks were conducted on this questionnaires data. The results of exploratory factor analysis supported that the K-CNS has 10 items in a single factor. The internal consistency of the K-CNS was .880. The K-CNS was positively correlated to the NEP (New Environmental Paradigm), satisfaction with life, mental health, compassionate love, and negatively correlated to stress response. In addition, differences were found by group and age, but not by the gender. The K-CNS was higher in the natural-friendly group than in the general group. By age, the K-CNS scores was high in 40s and 50s than 10-39 years old.

Construction of Scientific Impact Evaluation Model Based on Altmetrics

  • Li, Jiapei;Shin, Seong Yoon;Lee, Hyun Chang
    • Journal of information and communication convergence engineering
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    • 제15권3호
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    • pp.165-169
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    • 2017
  • Altmetrics is an emergent research area whereby social media is applied as a source of metrics to evaluate scientific impact. Recently, the interest in altmetrics has been growing. Traditional scientific impact evaluation indictors are based on the number of publications, citation counts and peer reviews of a researcher. As research publications were increasingly placed online, usage metrics as well as webometrics appeared. This paper explores the potential benefits of altmetrics and the deep relationship between each metrics. Firstly, we found a weak-to-medium correlation among the 11 altmetrics and visualized such correlation. Secondly, we conducted principal component analysis and exploratory factor analysis on altmetrics of social media, divided the 11 altmetrics into four feature sets, confirming the dispersion and relative concentration of altmetrics groups and developed the altmetrics evaluation model. We can use this model to evaluate the scientific impact of articles on social media.

대학생의 SNS 중독경향성과 학습태도에 관한 탐색연구 (An Exploratory Study on Undergraduates' SNS Addiction Tendencies and Learning Attitudes)

  • 백유미
    • 디지털산업정보학회논문지
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    • 제13권4호
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    • pp.231-245
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    • 2017
  • The purpose of this study is to analyze the trend line through scatter diagram analysis on correlation between SNS addiction tendencies and learning attitudes, figure out the knee point influencing learning attitudes negatively in detail, and examine influence among subareas. To address the goal, study questions are formulated as follows. First, this author did screening on the data of variables measured and analyzed descriptive statistics. Second, this researcher produced the trend line by drawing a scatter diagram in order to analyze correlation between SNS addiction tendencies, withdrawal symptoms, excessive communication, and excessive time wasting, and learning attitudes exploratorily. Third, to explore correlation between self-evaluation, learning participation, and developmental attitudes, the subfactors of learning attitudes related to SNS addiction tendencies, this author drew a scatter diagram and analyzed the threshold of positive and negative correlation. To verify the study questions, the SNS addiction tendency scale and learning attitude scale were applied to 301 university students in Chungcheong area. According to the study results, first, their learning attitudes are influenced by SNS addiction tendencies, excessive communication and excessive time wasting, and they are not influenced by withdrawal symptoms that much. Second, excessive communication, a factor of SNS addiction tendencies, and self-evaluation and developmental attitudes, factors of learning attitudes, show positive correlation to some extent and indicate negative correlation after the threshold. However, excessive communication and learning participation are found to show no correlation. Third, according to the results of examining correlation with learning attitudes by dividing them into excessive communication and excessive time wasting groups with the knee point of 1.40, as the symptom of excessive communication is found more, it influences self-evaluation, learning participation, developmental attitudes, and learning attitudes more negatively in general. The result of this study is expected to provide foundational material necessary to develop educational programs to prevent undergraduates' excessive SNS use and SNS addiction which can be used in the scenes of counseling or education.

중학교 일학년 학생에서 모즐리 강박척도를 이용한 탐색적 요인 분석 (Exploratory Factor Analysis of the Maudsley Obsessive-Compulsive Inventory in Middle School Students)

  • 박경혜;김효원;김진영;정인원
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • 제22권2호
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    • pp.89-94
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    • 2011
  • Objectives : The purpose of this study was to assess the factor structures related to the Maudsley Obsessive-Compulsive Inventory (MOCI) in middle school students. Methods : A total of 1,175 7th grade students from four middle schools in Paju city completed the MOCI, Center for Epidemiological Studies-Depression scale (CES-D), and Self Esteem Scale (SES). An exploratory factor (maximum likelihood method with oblique rotation) and correlation analyses were subsequently performed. Results : The two main factors related to the MOCI were 'intrusive thought' and 'contamination'. 'Intrusive thought' was positively correlated with the CES-D and negatively associated with the SES. 'Contamination' had a negative correlation with self-esteem as measured by the SES. Conclusion : The results of this study revealed a two-factor structure of obsessive and compulsive symptoms in middle school students.

해양스포츠 동호인의 운동몰입과 재참여의도의 관계 검증 (Verification on the Relationship of Sport Commitment and re-participation intension in Marine Sports Participant)

  • 배성우
    • 수산해양교육연구
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    • 제28권2호
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    • pp.603-610
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    • 2016
  • The purpose of this research is to define the relationship of sport commitment and re-participation intension in marine sports participant. For the purposes of this study, yachting, windsurfing, scuba diving, and mariner sports canoe total of 200 targets the participants involved in the survey. The results of exploratory factor analysis and reliability analysis to analyze the construct validity and internal consistency were found to comply with the standard. Therefore, as a result of the correlation and regression analysis to analyze the relationship between the sport commitment and re-participation intension, the correlation between each variable and showed a positive correlation. Also, cognitive behavioral commitment and engagement of the sport commitment of marine sports enthusiasts was found on both the positive effect on the re-participation intension. As a result, the sport commitment turned out to be an important factor immersed in marine sports participation. In addition, it is believed to be on ways to increase positive emotions in empirical terms.

가족 데이터의 통계적 산출 및 분석방법에 관한탐색적 고찰 (An Exploratory Study on the Approaches to the Statistical Yield and Analysis of Family Data)

  • 유계숙
    • 가정과삶의질연구
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    • 제14권1호
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    • pp.11-20
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    • 1996
  • When data collected from more than one family member are utilized family researchers must take the correlation of family member's perception behavior or attitude scores into account viewing the couple or family as a unit of interdependent members. This paper presents a framework for categorizing family data based on the unit of analysis and several alternatives for the statistical analysis of family variables using individual- dyadic- and family-level data.

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구성타당도 평가에 있어서 요인분석의 활용 (A Guide on the Use of Factor Analysis in the Assessment of Construct Validity)

  • 강현철
    • 대한간호학회지
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    • 제43권5호
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    • pp.587-594
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    • 2013
  • Purpose: The purpose of this study is to provide researchers with a simplified approach to undertaking exploratory factor analysis for the assessment of construct validity. Methods: All articles published in 2010, 2011, and 2012 in Journal of Korean Academy of Nursing were reviewed and other relevant books and articles were chosen for the review. Results: In this paper, the following were discussed: preliminary analysis process of exploratory factor analysis to examine the sample size, distribution of measured variables, correlation coefficient, and results of KMO measure and Bartlett's test of sphericity. In addition, other areas to be considered in using factor analysis are discussed, including determination of the number of factors, the choice of rotation method or extraction method of the factor structure, and the interpretation of the factor loadings and explained variance. Conclusion: Content validity is the degree to which elements of an assessment instrument are relevant to and representative of the targeted construct for a particular assessment purpose. This measurement is difficult and challenging and takes a lot of time. Factor analysis is considered one of the strongest approaches to establishing construct validity and is the most commonly used method for establishing construct validity measured by an instrument.

계획된 행동이론을 적용한 민간경비원의 건강행동연구 (Study on Health Behavior of Private Security Guards Applying Planned Behavioral Theory)

  • 김혜선;곽한병
    • 시큐리티연구
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    • 제43호
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    • pp.99-120
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    • 2015
  • 본 연구는 계획된 행동이론을 적용하여 민간경비원의 건강행동을 분석하는데 주요 목적이 있다. 이상의 목적을 달성하기 위하여 서울 경기 지역에 거주하고 있는 민간경비원을 유의표집(purposive sampling)하였다. 불성실한 응답 및 이상치를 제외하고 187명의 자료가 분석에 사용되었다. 구체적인 분석 방법은 탐색적 요인분석(Exploratory Factor Analysis: EFA), Polyserial 상관분석, 각 변인간의 인과관계를 추정하기 위하여 다중회귀(multiple regression)분석과 로지스틱 회귀(logistic regression)분석을 실시하였다. 결과를 요약하면 다음과 같다. 첫째, 애착도, 행동에 대한 태도 주관적 규범, 지각된 행동 통제력은 건강행동 지속의지에 정(+)적인 영향을 미치는 것으로 나타났다. 둘째, 애착도는 행동에 대한 태도에 유의한 영향을 미치지 않는 것으로 나타났다. 셋째, 애착도는 건강행동 지속의지에 정(+)적인 영향을 미치는 것으로 나타났다. 넷째, 지각된 행동 통제력은 건강행동 실현여부에 정(+)적인 영향을 미치며 지각된 행동 통제력인 1단위 증가하면 건강행동을 실천할 가능성이 약 62.9%씩 증가하는 것으로 나타났다. 다섯째, 건강행동 지속의지는 건강행동 실현여부에 정(+)적인 영향을 미치며 지각된 행동 통제력인 1단위 증가하면 건강행동을 실천할 가능성이 약 72.3%씩 증가하는 것으로 나타났다.

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