• 제목/요약/키워드: Exploratory data 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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네트워크 분석을 이용한 『영악전서(景岳全書)』 신방팔진(新方八陣)의 탐색적 구조 분석 (Exploratory Structural Analysis on Eight Positions for New Formulations in Jingyuequanshu by Network Analysis)

  • 정윤경;김형석;김현호;박영재;박영배
    • 대한한의학회지
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    • 제35권3호
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    • pp.49-59
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    • 2014
  • Background: Eight positions for new formulations in Jingyuequanshu is a unique classifying system and each position can be presented as a network. Network analysis is an effective method of visualizing the relationship of textual information. Purpose: This study aimed to analyze the structure of the eight positions for new formulations in Jingyuequanshu, and to acquire information about composing materia medica. Methods: We constructed an initial database and binary matrix of eight positions for new formulation in Jingyuequanshu, including its herbs and formulations. With this data, we carried out frequency and network analysis. Results: We analyzed each of the eight positions for new formulation, entire positions, and five positions after removing 'causal/cold/hot' positions. We found that the formulas of the causal position are distributed throughout the new formulation, and those of the cold and hot positions are also distributed similarly but the two groups are exclusive to each other. The other 5 positions are distributed exclusively to one another. Conclusions: Eight positions for new formulation of Jingyuequanshu were classified into three axes by exploratory network analysis. One is an axis of causal position, another is an axis of cold/hot positions, and the last is an axis of the other five positions.

테이크아웃 음식의 안전에 대한 고객인식도 측정을 위한 척도에 관한 연구 (An Instrument for Measuring Take-out Food Safety Perception)

  • 김학선
    • 한국조리학회지
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    • 제18권2호
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    • pp.82-90
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    • 2012
  • 외식산업에서 테이크아웃 음식이 대중화 되고 있으며 이에 대한 다양한 전략이 꾸준히 수립되어야 하며 이에 대한 고객의 인식을 살펴보는 연구가 필요하다. 따라서 본 연구는 테이크아웃 음식의 위생에 대한 고객의 인식도를 측정하기 위한 척도의 타당도와 신뢰도를 평가하고자 수행되었다. 온라인 서베이를 통해 324개의 응답을 확보하였고 이중 불성실하게 기입된 응답을 제외하고 299개의 데이터를 분석에 사용하였다. 데이터는 랜덤하게 2개의 세트 ($n_1$=150, $n_2$=149)로 분할되었고, 1차 데이터는 탐색적 요인분석에 2차 데이터는 확인적요인 분석에 사용되었다. 탐색적 요인분석을 실시한 결과 세 개의 요인이 추출되었으며, 이를 "Consumer food safety perception," "Take-out food handling," and "Elements impacting on purchase decisions." 라고 명명하였다. 이어 실시된 확인적 요인분석의 결과는 본 연구에서 제시된 척도가 신뢰도와 타당도가 높으며 고객의 위생에 대한 인식을 측정하는 적절한 도구임을 보여주었다.

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개인용 클라우드 컴퓨팅의 특성 도출에 관한 탐색적 연구 (An Exploratory Study on the Derivation of Characteristics of Personal Cloud Computing)

  • 문혜영;류재홍;최진호
    • Journal of Information Technology Applications and Management
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    • 제20권2호
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    • pp.57-68
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    • 2013
  • Recently, cloud computing has been viewed as a technology of great influence. Despite the importance of personal cloud services, the majority of cloud computing studies has been focused on an enterprise level. Therefore, in this research, we list variables of personal cloud computing characteristics (accessibility, storage, trust, perceived ease of use, availability) from preceding research done on an enterprise level. So, through pilot testing, we analyze whether examined characteristic variables affect the intention to use personal cloud computing. Next, we investigate the relevancy between user characteristics, including gender, age, and occupation, and the usage rate of personal cloud computing. Lastly, we implement an analysis of variance in order to speculate whether there is any difference between the five characteristic variables in using personal cloud computing between cloud service enterprises. For empirical testing people with experience in personal cloud computing are surveyed. Frequency analysis, exploratory factor analysis, internal consistency analysis, T-test, ANOVA, and multiple regression analysis are implemented with 325 valid samples. The analysis results are as follows: First, among user characteristic variables, 'occupation' shows a significant relationship with cloud service usage, Second, between cloud service enterprises, all five characteristic variables of 'Naver N Drive' are thoroughly evaluated and 'Google Drive' receives a high evaluation in availability and accessibility. Third and finally, all of the selected characteristic variables affect the intention to use personal cloud computing. However, availability is identified to be the most important factor. This research will serve as a reference to enterprises for the practical implementation of personal cloud computing service.

사회적 자본과 구축환경 질문지 개발 및 타당화 연구 (Development and Validation of the Social Capital and Built Environment Questionnaires)

  • 유정아;윤지애;김지훈;김혜민;최경숙
    • 대한불안의학회지
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    • 제20권1호
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    • pp.17-26
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    • 2024
  • Objective : The objective of this study is to create questionnaires for Social Capital (SCQ) and Built Environment (BEQ) that can be utilized as protective factors for mental health. Methods : A total of 426 adults aged 18 or older, residing in 'D' Metropolitan City in Korea, were included as subjects in this study. Data for subjective evaluation of social capital and built environment were collected through an online survey. Various statistical analyses, such as reliability analysis, exploratory factor analysis, confirmatory factor analysis, and correlation analysis between PHQ-9 and GAD-7, were conducted. Results : The Cronbach's α values for SCQ and BEQ were 0.94 and 0.90, respectively, indicating good reliability. Exploratory factor analysis revealed that SCQ consisted of 4 factors, explaining a total of 71.91%, while BEQ consisted of 4 factors, explaining a total of 62.18%. Confirmatory factor analysis confirmed that both questionnaires had a reasonable configuration, with TLI, CFI, and RMSEA values at an appropriate level. Additionally, both SCQ and BEQ showed negative correlations with depression and anxiety. Conclusion : This study has developed a tool for measuring social capital and the built environment in Korea. It also demonstrates the reliability and validity of this questionnaire. The use of this tool could greatly support preventive mental health interventions within the community.

모바일 데이터 서비스 사용량 증감에 영향을 미치는 요인들에 관한 연구: 이요인 이론(Two Factor Theory)을 바탕으로 (A Study for Factors Influencing the Usage Increase and Decrease of Mobile Data Service: Based on The Two Factor Theory)

  • 이상훈;김일경;이호근;박현지
    • Asia pacific journal of information systems
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    • 제17권2호
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    • pp.97-122
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    • 2007
  • Conventional networking and telecommunications infrastructure characterized by wires, fixed location, and inflexibility is giving way to mobile technologies. Numerous research reports point to the ultimate domination of wireless communication. With the increasing prevalence of advanced cell-phones, various mobile data services (hereafter MDS) are gaining popularity. Although cellular networks were originally introduced for voice communications, statistics indicate that data services are replacing the matured voice service as the growth engine for telecom service providers. For example, SK Telecom, the Korea's largest mobile service provider, reported that 25.6% of revenue and 28.5% of profit came from MDS in 2006 and the share is growing. Statistics also indicate that, in 2006, the average revenue per user (ARPU) for voice didn't change but MDS grew seven percents from the previous year, further highlighting its growth potential. MDS is defined "as an assortment of digital data services that can be accessed using a mobile device over a wide geographic area." A variety of MDS have been deployed, with a few reaching the status of killer applications. Many of them need to access the Internet through the cellular-phone infrastructure. In the past, when the cellular network didn't have acceptable bandwidth for data services, SMS (short messaging service) dominated MDS. Now, Internet-ready, next-generation cell-phones are driving rich digital data services into the fabric of everyday life, These include news on various topics, Internet search, mapping and location-based information, mobile banking and gaming, downloading (i.e., screen savers), multimedia streaming, and various communication services (i.e., email, short messaging, messenger, and chaffing). The huge economic stake MDS has on its stakeholders warrants focused research to understand associated dynamics behind its adoption. Lyytinen and Yoo(2002) pointed out the limitation of traditional adoption models in explaining the rapid diffusion of innovations such as P2P or mobile services. Also, despite the increasing popularity of MDS, unexpected drop in its usage is observed among some people. Intrigued by these observations, an exploratory study was conducted to examine decision factors of MDS usage. Data analysis revealed that the increase and decrease of MDS use was influenced by different forces. The findings of the exploratory study triggered our confirmatory research effort to validate the uni-directionality of studied factors in affecting MDS usage. This differs from extant studies of IS/IT adoption that are largely grounded on the assumption of bi-directionality of explanatory variables in determining the level of dependent variables (i.e., user satisfaction, service usage). The research goal is, therefore, to examine if increase and decrease in the usage of MDS are explained by two separate groups of variables pertaining to information quality and system quality. For this, we investigate following research questions: (1) Does the information quality of MDS increase service usage?; (2) Does the system quality of MDS decrease service usage?; and (3) Does user motivation for subscribing MDS moderate the effect information and system quality have on service usage? The research questions and subsequent analysis are grounded on the two factor theory pioneered by Hertzberg et al(1959). To answer the research questions, in the first, an exploratory study based on 378 survey responses was conducted to learn about important decision factors of MDS usage. It revealed discrepancy between the influencing forces of usage increase and those of usage decrease. Based on the findings from the exploratory study and the two-factor theory, we postulated information quality as the motivator and system quality as the de-motivator (or hygiene) of MDS. Then, a confirmative study was undertaken on their respective role in encouraging and discouraging the usage of mobile data service.

노인의 여가활동 유형과 여가활동이 생애만족도에 미치는 효과에 관한 연구 (An Empirical Study on the Patterns of Elderly Leisure Activities and their Effects on Life Satisfaction)

  • 김애련
    • 대한가정학회지
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    • 제35권6호
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    • pp.275-288
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    • 1997
  • This paper has two purposes. the one was to find empirical patterns of rural and urban elderly's leisure activities, and the other was to test the effects of elderly's leisure activities on life satisfaction. the data were collected for 319 respondents aged over 50s who resided in Jeonbuk rural and urban areas. Through exploratory factor analysis, we found ten patterns of leisure activities. In addition, we conducted multiple regression analysis to test net effects of those leisure activities on life satisfaction. the results indicate that even no one pattern of leisure activities significantly influences the elderly's life satisfaction, controlling for social correlates (consisted of social structural, family relationship, personality, and socio-economic demographic variables). Rather, the respondent's level of health, level of economic status, and positive relationship with adult children have significant net effects on respondent's life satisfaction. This result suggests that the positive relationship between leisure activities and life satisfaction in the existing empirical studies might be spurious. We recommend that the further studies should conduct survey and analyze the data for affluent elderly residing in more urbanized areas.

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화장품 선택에 있어 SNS 광고속성이 광고태도와 구매의도에 미치는 영향 (The Effect of SNS Advertising Attributes on Advertising Attitudes and Purchase Intentions in Cosmetics Selection)

  • 윤희
    • 한국응용과학기술학회지
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    • 제41권2호
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    • pp.436-446
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    • 2024
  • This study contemplates the effect of social media advertising attributes on consumers' purchasing decisions in cosmetic products. It will serve as basic data for SNS's advertising strategy and marketing that promotes cosmetics sales. This study conducted a survey and went through the analysis process of SPSS v.25.0 statistical program. Frequency analysis, exploratory factor analysis, descriptive statistical analysis, correlation analysis, and regression analysis were conducted to analyze that informativity, reliability, entertainment, interactivity, and disturbance among SNS advertising attributes were used as effective advertising strategies, which had a positive effect on consumers' purchasing decisions. Therefore, in the cosmetics industry, it is necessary to seek strategies to actively utilize marketing in the social media space to promote consumers' purchase needs and to activate purchases.

간호사와 간호대학생의 좋은 수업에 대한 인식 (Nurses and Nursing Students' Recognition of Good Instruction)

  • 박민아;신수진
    • 대한간호학회지
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    • 제50권1호
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    • pp.101-115
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    • 2020
  • Purpose: The purpose of this study was to identify and assess from nursing students and nurses in the clinical field what constitute good instruction, through the review of nursing students' opinions and clinical field demands. Methods: The study design was used Creswell's exploratory sequential design by collecting and analyzing qualitative data obtained from interviews and then analysis of quantitative data. The participations were 79 seniors in nursing schools and 85 nurses with less than three years of clinical experience. The data were collected through individual interviews and analyzed based on Elo and Kyngas's content analysis method. The quantitative data were collected using the questionnaire developed based on qualitative results and analyzed by SPSS 23.0 program and Importance Performance Analysis (IPA). Results: The results showed that IPA extracted seven items with high importance but low satisfaction: "nursing fads and trends," "teacher-learner communication and reflection," "materials used in clinical settings such as monitoring results and test results," "special presentations by experienced practitioners," "instruction assures learners' comprehension," "accurate and detailed evaluation standards" and "feedback on homework and exam." Conclusion: The factors comprising good instruction were verified, and the necessity for additional efforts to improve high importance and low performance factors was noted. Therefore, this study can serve as a guide for nursing education facilities and educators in developing of a thorough education system with excellent instruction designed to achieve an ideal nursing education.

다중 상응 분석을 통한 아파트 건설현장 업무상 재해 유형 분석 (Analysis of Occupational Accident Types in the Apartment Construction Sites using Multiple Correspondence Analysis)

  • 류한국;손승현
    • 한국건축시공학회지
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    • 제20권3호
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    • pp.269-278
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    • 2020
  • 본 연구에서는 건설현장 중 아파트 건설현장에서 발생한 산업재해에 대해 분석하고 업무상 재해 유형에 따른 재해요인을 다중 상응 분석을 통해 연관성을 분석하였다. 국내에서 세 번째로 재해빈도가 높은 아파트 건설현장에 대한 재해 관련 연구가 부족하고 설문 조사 기법을 활용한 연구들이 대부분이다. 따라서 본 연구에서는 산업재해원인조사 데이터에서 탐색적 데이터 분석을 진행하고 다중 상응 분석을 통해 각 재해요인 간의 연관성을 도출하였다. 연구의 결과를 두가지로 요약하면 다음과 같다. 첫째, 최근 아파트 시공이 초고층화 및 설계의 복잡화로 인해 고소작업이 많아짐에 따라 추락재해가 높은 빈도와 근로자의 사망률을 나타냈다. 또한, 사망은 경력이 매우 적은 작업자와 10년 이상의 경력을 가진 작업자가 대부분을 차지하고 있으며, 이는 안전교육 미실시, 경험 부족 그리고 근로자의 안전불감증으로 인해 발생하는 것으로 나타났다. 둘째, 다중 상응 분석 결과 대부분 발생하는 산업재해는 안전장비 착용, 올바른 작업절차 준수 및 관리·감독으로 충분히 예방할 수 있는 것으로 나타났다. 본 연구에서 도출된 중점 재해요인은 아파트 건설현장의 안전교육과 감독·관리에서 사용할 수 있을 것으로 판단된다.