• 제목/요약/키워드: Exploratory data analysis

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디저트 카페의 상품 선택 속성이 만족과 장기 지향성에 미치는 영향 (The Effect of Selection Attributes for Goods of Dessert Cafe on Product Satisfaction and Long-term Orientation)

  • 전경철
    • 한국조리학회지
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    • 제23권5호
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    • pp.140-150
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    • 2017
  • The purpose of the study was to provide useful implications for management of dessert cafe by discovering selection attributes for product satisfaction and long-term orientation. Using SPSS 22.0 and AMOS 220 Version, the collected data from customers of dessert cafe in Seoul and metropolitan areas were analyzed for frequency analysis, exploratory factor analysis, confirmatory factor analysis, reliability analysis, and covariance structure analysis. As results of hypothesis verification, firstly, service standard and product diversity had a significant effect on product satisfaction of dessert cafe. Secondly, tastes and nutrients influenced positively long-term orientation of dessert cafe. Meanwhile, service standard, mood, and product diversity did not have a significant effect on long-term orientation. Thirdly, product satisfaction affected positively long-term orientation. The results of the study provided useful implications for management of dessert cafe.

패스트 패션 브랜드에 대한 소비자 의사결정 연기의 선행변수 (Antecedents of consumers' decision postponement on purchasing fast fashion brands)

  • 박혜정
    • 복식문화연구
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    • 제22권5호
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    • pp.743-759
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    • 2014
  • The purpose of this study is to identify the antecedents of consumers' decision postponement on purchasing fast fashion brands. Ongoing search behavior, overchoice confusion, and similarity confusion were considered as antecedents. It was hypothesized that ongoing search behavior influences decision postponement both directly and indirectly through overchoice confusion and similarity confusion. Data were gathered by surveying university students in Seoul, using convenience sampling. Three hundred five questionnaires were used in the statistical analysis, which were exploratory factor analysis using SPSS and confirmatory factor analysis and path analysis using AMOS. Factor analysis proved that ongoing search behavior, overchoice confusion, similarity confusion, and decision postponement were uni-dimensions. Tests of the hypothesized path proved that ongoing search behavior influences decision postponement indirectly through overchoice confusion. In addition, similarity confusion influences decision postponement. The results suggest some confusion reduction strategies for marketers of fast fashion brands. Suggestions for future study are also discussed.

Correlation 분석 기법을 적용한 요통 환자에 관한 레지스트리 데이터의 탐색적 분석 (The Exploratory Analysis on the Registry Data of Patients with Low Back Pain Applying Correlation Analysis Method)

  • 박창현;박무순;김형석;차윤엽;김순중;고연석;오민석;황의형;신병철;김창업;송윤경
    • 한방재활의학과학회지
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    • 제27권4호
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    • pp.97-109
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    • 2017
  • Objectives The aim of this study is to analyze the patients who have low back pain through registry. Methods We registered patients with low back pain who visited department of korean rehabilitation medicine in university hospitals on study. We collected data from 116 subjects consisted of 51 inpatients and 65 outpatients and ruled out 8 who didn't have pattern identification data at the point of inpatient or outpatient visit so we analyzed 108 in total. We used Pearson's product moment correlation to find correlationship among variables, and analyzed statistical data using Phyton scipy library stats package. Results We set general features, region of the pain, physical examination, ROM, questionnaire results, pattern identification as variables and draw a conclusion by analyzing these variables. Conclusions Registry aimed at low back pain patients was established in department of korean rehabilitation medicine of university hospitals and exploratory analysis based on data were made. Through the registry, we expect that more advanced studies will be performed; for example, executing research which verifies effectiveness and stability of korean medical treatment or developing tools to fill the gap between pattern identification and disease identification.

지역마케팅 콘텐츠의 사용자 반응패턴과 품질특성에 관한 탐색적 분석: 지방자치단체가 운영하는 SNS를 중심으로 (An Exploratory Analysis on the User Response Pattern and Quality Characteristics of Marketing Contents in the SNS of Regional Government)

  • 정연수;정대율
    • 한국정보시스템학회지:정보시스템연구
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    • 제26권4호
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    • pp.419-442
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    • 2017
  • Purpose The purpose of this study is to explore the pattern of user response and it's duration time through social media content response analysis. We also analyze the characteristics of content quality factors which are associate with the user response pattern. The analysis results will provide some implications to develop strategies and schematic plans for the operator of regional marketing on the SNS. Design/methodology/approach This study used mixed methods to verify the effects and responses of social media contents on the users who have concerns about regional events such as local festival, cultural events, and city tours etc. Big data analysis was conducted with the quantitative data from regional government SNSs. The data was collected through web crawling in order to analyze the social media contents. We especially analyzed the contents duration time and peak level time. This study also analyzed the characteristics of contents quality factors using expert evaluation data on the social media contents. Finally, we verify the relationship between the contents quality factors and user response types by cross correlation analysis. Findings According to the big data analysis, we could find some content life cycle which can be explained through empirical distribution with peak time pattern and left skewed long tail. The user response patterns are dependent on time and contents quality. In addition, this study confirms that the level of quality of social media content is closely relate to user interaction and response pattern. As a result of the contents response pattern analysis, it is necessary to develop high quality contents design strategy and content posting and propagation tactics. The SNS operators need to develop high quality contents using rich-media technology and active response contents that induce opinion leader on the SNS.

Relationship between Immersion and Fun Perception of Leisure Sports Participants Leisure Attitude

  • Meng Xu;Sunmun Park
    • International Journal of Advanced Culture Technology
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    • 제11권1호
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    • pp.94-102
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    • 2023
  • The purpose of this study is to identify the effects of leisure sports participants' leisure attitudes on immersion and fun perception. As of 2021, the subject of this study was set as a population of adult males and females aged 20 and over who participate in leisure sports in Gwangju and the South, and then the cluster random sampling method was used. A total of 300 people, 150 boys and 150 women, were collected. A questionnaire was used as a survey tool, and a questionnaire whose validity and reliability were recognized in previous studies was modified and secured according to this study. In addition, all questionnaires were constructed on a 5-point scale. The statistical analysis used for data analysis was frequency analysis, exploratory factor analysis, reliability analysis, and multiple regression analysis using SPSS Windows 21.0 Version. The conclusions obtained in this study through data analysis by such methods and procedures are as follows. First, it was found that leisure sports participants' leisure attitudes partially affect immersion. Second, leisure sports participants' leisure attitudes were found to have a partial effect on their perception of fun. Third, it was found that the immersion of leisure sports participants partially affects the perception of fun.

The Effects of Physical Education Class Participation and Perception on Stress and School Life Adaptation

  • Sunmun Park;Haoyuan Lee
    • International Journal of Advanced Culture Technology
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    • 제11권2호
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    • pp.256-266
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    • 2023
  • The purpose of this study is to investigate the relationship between stress and school life adaptation according to the degree of participation in physical education class and perception of middle school students. In order to achieve this research objective, the subjects of this study were sampled using cluster random sampling from male and female students attending middle schools in Gwangju Metropolitan City and Jeollanam-do in 2020. 150 males and 150 females, a total of 300 people were sampled. The statistical analysis used for data analysis was frequency analysis, exploratory factor analysis, reliability analysis, and multiple regression analysis using SPSS Windows 21.0 Version. The conclusions obtained in this study through data analysis by such methods and procedures are as follows. First, it was found that middle school students' participation in physical education classes and perceptions had a partial effect on stress. Second, it was found that the degree of participation and awareness of middle school students' physical education class had a partial effect on their adaptation to school life. Third, middle school students' stress was found to have a partial effect on school life adaptation.

R 소프트웨어를 이용한 대기오염 데이터의 시각화 (Data visualization of airquality data using R software)

  • 오영창;박은식
    • Journal of the Korean Data and Information Science Society
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    • 제26권2호
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    • pp.399-408
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    • 2015
  • 본 논문은 대기오염 자료를 여러 가지 방법의 데이터 시각화를 통해 나타내었고, 데이터 시각화 방법별로 통계적인 방법을 활용한 분석과 연계하여 어떤 특징을 알아 볼 수 있는지를 나타냈다. 데이터 시각화 도구로는 통계 패키지인 R을 사용하였다. 분석에 사용된 데이터는 뉴욕시에서 1973년 5월부터 9월까지 공기의 질을 측정한 자료이다. 먼저 단변량 분석과 단순회귀분석을 실시하여 데이터 시각화를 통해 자료의 기본적인 특성을 파악하고 시각화 방법으로 산점도행렬 등을 통해 특성을 한눈에 볼 수 있게 나타내었다. 다중 회귀 분석을 실시하여 로그변환 등을 이용하여 최적의 모형을 찾고 설명변수들을 범주화하여 상자그림이나 3차원 투시도, 3차원 산점도 등 여러 데이터 시각화 방법을 이용해 대기오염 데이터의 전체적인 특성들을 알아보았다.

Data Framework Design of EDISON 2.0 Digital Platform for Convergence Research

  • Sunggeun Han;Jaegwang Lee;Inho Jeon;Jeongcheol Lee;Hoon Choi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권8호
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    • pp.2292-2313
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    • 2023
  • With improving computing performance, various digital platforms are being developed to enable easily utilization of high-performance computing environments. EDISON 1.0 is an online simulation platform widely used in computational science and engineering education. As the research paradigm changes, the demand for developing the EDISON 1.0 platform centered on simulation into the EDISON 2.0 platform centered on data and artificial intelligence is growing. Herein, a data framework, a core module for data-centric research on EDISON 2.0 digital platform, is proposed. The proposed data framework provides the following three functions. First, it provides a data repository suitable for the data lifecycle to increase research reproducibility. Second, it provides a new data model that can integrate, manage, search, and utilize heterogeneous data to support a data-driven interdisciplinary convergence research environment. Finally, it provides an exploratory data analysis (EDA) service and data enrichment using an AI model, both developed to strengthen data reliability and maximize the efficiency and effectiveness of research endeavors. Using the EDISON 2.0 data framework, researchers can conduct interdisciplinary convergence research using heterogeneous data and easily perform data pre-processing through the web-based UI. Further, it presents the opportunity to leverage the derived data obtained through AI technology to gain insights and create new research topics.

한국 청소년의 복지의식 결정요인에 대한 탐색적 연구: 노후복지 책임주체를 중심으로 (A Exploratory Study on the Determinants of Welfare Attitudes of Korean Youth: Focusing on Old Age Responsibility)

  • 김신영
    • 한국조사연구학회지:조사연구
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    • 제9권1호
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    • pp.23-42
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    • 2008
  • 이 연구는 한국 청소년의 복지의식 형성과 관련된 변인들에 대한 탐색적 연구이다. 연구에 포함될 변인들은 주로 청소년들의 가치관과 관련되어 있다. 청소년의 복지의식은 '노후생활에 대한 책임주체'에 대한 응답으로 알아보았다. 본 연구에서 사용된 자료는 한국청소년정책연구원(전(前) 한국청소년개발원)에서 진행 중인 "한국청소년발달지표조사연구"의 일환으로 실시된 한국청소년발달지표 1차년도(2005) 조사 자료이다. 청소년의 노후복지 책임주체 인식에 영향을 미치는 청소년 가치지향과 사회인구학적 변수들을 모델에 투입한 다항로짓분석(Multinomial Logit Model) 결과, 부모학력, 평등의식, 국가의 책무에 대한 인식 등이 한국 청소년들의 복지의식에 유의한 영향을 주고 있음이 밝혀졌다. 연구 설계상의 몇 가지 한계점은 있으나 사회구성원들의 복지의식과 사회정책의 결과와의 관련, 그리고 사회보장제도의 세대 간 지속성 등의 차원에서 본 연구의 의의를 찾을 수 있을 것이다.

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과학 비유 수업에 대한 예비 교사와 현직 교사의 인식 조사 도구의 탐색적 개발 및 적용 (Exploratory Developing Instruments for and Assessing Awareness of Science Teaching through Analogy among Pre- and In-service Elementary Teachers)

  • 권성기;강남화
    • 한국초등과학교육학회지:초등과학교육
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    • 제27권1호
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    • pp.42-48
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    • 2008
  • The purpose of this study was to develop an instrument for assessing teachers' awareness of science teaching through analogy (ASTA) and to establish its validity and reliability. Based on the literatures on science teaching with analogies, we constructed 23 survey items. Face validity of the items was established using three science education experts. Through exploratory factor analysis with responses of 35 pre- and 26 inservice elementary school teachers, the instruments were constructed on four subcategories: awareness of analogies in science, use of analogy in teaching and learning, self-efficacy in science knowledge, and knowledge of analogy. The data collected from pre- and in-service elementary teachers demonstrated that overall the teachers' awareness of analogy in science was neutral, which indicated they did not have clear standpoints of science teaching through analogy. Further examination demonstrated that there was no significant difference between pre- and in-service teachers and between two genders. Moreover, there was no significant difference among teachers who preferred either didactic or discovery teaching approaches. We conclude that ASTA test would contribute assessment of teachers' awareness of analogy in science teaching while further examination of the instrument will warrant for its broader use.

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