• 제목/요약/키워드: Exploratory data analysis

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소프트웨어 불법복제에 영향을 미치는 환경 요인에 기반한 국가 분류 (Country Clustering Based on Environmental Factors Influencing on Software Piracy)

  • 서보밀;심준호
    • 한국정보시스템학회지:정보시스템연구
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    • 제26권4호
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    • pp.227-246
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    • 2017
  • Purpose: As the importance of software has been emphasized recently, the size of the software market is continuously expanding. The development of the software market is being adversely affected by software piracy. In this study, we try to classify countries around the world based on the macro environmental factors, which influence software piracy. We also try to identify the differences in software piracy for each classified type. Design/methodology/approach: The data-driven approach is used in this study. From the BSA, the World Bank, and the OECD, we collect data from 1990 to 2015 for 127 environmental variables of 225 countries. Cronbach's ${\alpha}$ analysis, item-to-total correlation analysis, and exploratory factor analysis derive 15 constructs from the data. We apply two-step approach to cluster analysis. The number of clusters is determined to be 5 by hierarchical cluster analysis at the first step, and the countries are classified by the K-means clustering at the second step. We conduct ANOVA and MANOVA in order to verify the differences of the environmental factors and software piracy among derived clusters. Findings: The five clusters are identified as underdeveloped countries, developing countries, developed countries, world powers, and developing country with large market. There are statistically significant differences in the environmental factors among the clusters. In addition, there are statistically significant differences in software piracy rate, pirated value, and legal software sales among the clusters.

뉴로테크를 활용한 헬스케어 디바이스의 수용의도에 관한 연구 (An Exploratory Study on the Acceptance Intention of Converged Healthcare Equipment Using Neuro-Tech)

  • 강희경;고영삼
    • 한국멀티미디어학회논문지
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    • 제24권1호
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    • pp.134-145
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    • 2021
  • The purpose of this study is to explore the acceptance intent of groups of experts and users for converged medical equipment using NeuroTech. This healthcare equipment is applied with technology that simultaneously enhances body function and cognitive function. Interviews were conducted with groups of experts and users to investigate the acceptance of equipment. The interviews include health problems for the elderly, the need to develop medical equipment, and the effectiveness. After recording the collected historical data, we performed the data analysis in accordance with the procedures of the phenomenological analysis method. The total number of people interviewed was 27, 16 experts and 11 users. As a result of the interview, we derived seven topic groups for each of the 12 topic groups and user groups. The implications were derived based on the results.

The Effects of Destination Regeneration on Revisit Intention: Moderating Roles of Destination Image

  • Woo-Hyuk Kim;Jae-Ho Choi
    • 아태비즈니스연구
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    • 제13권4호
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    • pp.1-10
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    • 2022
  • Purpose - Despite the emergence of such destination regeneration as a key factor in urban tourism, little research was carried out on destination regeneration, especially on the impact of destination regeneration on revisit intention. The purpose of this study is to investigate the relationship between destination regeneration and revisit intention with moderating role of the destination image. Design/Methodology/Approach - Data were collected from tourists who visited the destination, after which a total of 250 usable surveys were analyzed. In order to examine the data, we used frequency analysis, exploratory factor analysis, regression analysis by using SPSS 25.0. Findings - Based on the results, first, there is a positive relationship between destination regeneration and revisit intention. In addition, there are significant moderating effects of destination image between destination regeneration and revisit intention. Research Implications or Originality - Those significant findings could contribute to destination development from destination regeneration and revisit intention.

한국어판 벡 우울 설문지 2판의 신뢰도 및 요인분석 : 대학생을 대상으로 (Validation and Factor Structure of Korean Version of the Beck Depression Inventory Second Edition (BDI-II) : In a University Student Sample)

  • 유병관;이혜경;이건석
    • 생물정신의학
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    • 제18권3호
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    • pp.126-133
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    • 2011
  • Objectives The Beck Depression Inventory (BDI) is one of the most widely used self-report measures of depression in both research and clinical practice. The Beck Depression Inventory Second Edition (BDI-II) is the most recent version of the BDI. Validity of the BDI-II has been documented in other countries. This study examined the factor structure of the Korean version of BDI-II in a large sample of university students. Method Data were obtained from 2,529 students of Kongju National University. The factor structures of the Korean version of BDI-II were assessed using exploratory and confirmatory factor analysis. Results A high level of internal consistency and reliability (Cronbach's ${\alpha}$ = 0.91) and item homogeneity was confirmed. Exploratory factor analysis showed a two-factor structure (cognitive and somatic-affective), which was almost identical to the original model demonstrated by Beck et al. The following confirmatory factor analysis also supported the two-factor structure (cognitive and somatic-affective) is a better fit than the other two-factor structure (cognitive-affective and somatic). The higher mean score for women compared to men is consistent with the results of previous reports. Conclusion These data support the reliability and concurrent validity of the Korean version of BDI-II as a measure of depressive symptoms in nonclinical samples.

Development of an Instrument based on the Protection Motivation Theory to Measure Factors Influencing Women's Intention to First Pap Test Practice

  • Hassani, Laleh;Dehdari, Tahereh;Hajizadeh, Ebrahim;Shojaeizadeh, Davoud;Abedini, Mehrandokht;Nedjat, Saharnaz
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권3호
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    • pp.1227-1232
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    • 2014
  • Background: Given that there are many Iranian women who have never had a Pap smear, this study was designed to develop and validate a measurement tool based on the Protection Motivation Theory to assess factors influencing the Iranian women's intention to perform first Pap testing. Materials and Methods: In this psychometric research, to determine the Content Validity Index (CVI) and the Content Validity Ratio (CVR), a panel of experts (n=10) reviewed scale items. Reliability was estimated through the Intraclass Correlation Coefficient (n=30) and internal consistency (n=240). Also, factor analysis (exploratory and conformity) was performed on the data of the sample women who had never had a Pap smear test (n=240). Results: A 26-item questionnaire was developed. The CVI and CVR scores of the scale were 0.89 and 0.90, respectively. Exploratory factor analysis loaded a 26-item with seven factors questionnaire (perceived vulnerability and severity, fear, response costs, response efficacy, self-efficacy, and protection motivation (or intention)) that jointly accounted for 72.76% of the observed variance. Confirmatory factor analysis indicated a good fit for the data. Internal consistency (range 0.70-0.93) and test-retest reliability (range 0.72-0.96) of sub-scales were acceptable. Conclusions: This study showed that the designed instrument was a valid and reliable tool for measuring the factors influencing the women's intention to perform their first Pap testing.

고학력 인적 자본의 공간적 분포에 미치는 요인분석 - 석·박사 집단을 중심으로 - (Analysis of Factors Affecting the Spatial Distribution of Highly Educated Human Capital: Focusing on Master's and Doctorate Group)

  • 김소영;김동현
    • 한국지리정보학회지
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    • 제24권2호
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    • pp.64-77
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    • 2021
  • 본 연구의 목적은 고학력 인적 자본 집단의 공간적 분포를 살펴보고 공간적 분포에 미치는 영향요인을 파악하는 것이다. 본 연구는 지니계수와 탐색적 공간자료분석을 통해 불균형과 공간적 집중정도를 살펴보았으며 공간회귀모형을 통해 고학력 인적 자본 집단의 분포에 미치는 경제적 요인과 어메너티 요인의 영향 정도를 확인하였다. 분석결과, 석·박사 집단 고학력 인적 자본은 불균등하게 분포하고 있으며 수도권을 중심으로 충남 및 강원 일부지역에서 군집을 형성하고 있는 것으로 나타났다. 석·박사 집단 고학력 인적 자본의 분포에 영향을 미치는 영향요인은 경제적 요인이 강하게 작용하고 있었다. 어메너티 요인은 석·박사 집단 고학력 인적 자본의 분포의 영향요인으로서 큰 역할을 하지 못하는 것으로 나타났다. 본 연구의 결과는 인적 자본을 유입하고자 하는 지역경제개발 정책에 있어 시사점이 있다.

관광쇼핑가치가 쇼핑제품 유형 및 만족도에 미치는 영향 - 탈출-추구동기의 조절효과를 중심으로 - (The Effect of Tourist Shopping Value on Product Types and Satisfaction - The Moderating Role of Escaping-Seeking Motivation -)

  • 허희진;서용구
    • 한국의류산업학회지
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    • 제22권6호
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    • pp.752-761
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    • 2020
  • This study analyzes the type of preferred shopping items based on tourism shopping value pursued by tourists through shopping at travel destinations as well as verifies their impact on satisfaction. A survey on 310 adult men and women aged 20 to 69 collected data samples representing tourism shoppers in Korea. Based on the collected data, a factor analysis and a structural model equation analysis were performed using SPSS 25.0 and AMOS. Tourism shopping value was divided into functional value, emotional value, exploratory value, and shared value. In addition, shopping items were categorized as physical materials and experience materials to identify the difference in preferred item types according to the value that tourists perceive. It also confirmed the adjustment effect of tourism motivation that affects tourism shopping behavior. According to the analysis results, the more tourists perceive functional and emotional values when shopping, the more physical material they prefer, and the more they perceive exploratory values, the higher the preference for experience goods. However, the shared value affected both physical materials and experience materials. Based on escape-seeking motivation, the adjustment effect of tourism motivation (a major variable to understand the behavior of tourists) on tourism shopping behavior was confirmed. Based on the academic and practical implications of this study, we hope to broaden our understanding of tourism shopping and revitalize research on tourism shopping.

한국어판 난임 낙인 측정도구의 타당도와 신뢰도 (The Reliability and Validity of Korean Version of the Infertility Stigma Scale (K-ISS))

  • 김미옥;반민경
    • 대한간호학회지
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    • 제52권6호
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    • pp.582-597
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    • 2022
  • Purpose: This study aimed to translate the Infertility Stigma Scale (ISS) into Korean and to evaluate its reliability and validity in the Korean context. Methods: Data were collected from 350 women who underwent in vitro fertilization (IVF). Data were analyzed using SPSS WIN 25.0 and AMOS 22.0. Content validity was analyzed using the item-level content validity index (I-CVI) and scale-level content validity index/averaging (S-CVI/Ave). The preliminary survey was conducted on 20 women who had experienced IVF at least once to check the level of understanding of the tool and the time required to fill out the questionnaire. Exploratory and confirmatory factor analyses were used to test construct validity. Additionally, hypothesis-testing construct validity were tested. Cronbach's α was used to assess the reliability. Results: The Korean-ISS (K-ISS) consists of 25 items, excluding two items from the original ISS questionnaire. Exploratory factor analysis identified four factors, which explained 75.6% of the total variance. The four distinct factors were infertility stigma with self-devaluation (56.8%), public stigma (8.1%), social withdrawal (6.5%), and family stigma (4.2%). In the confirmatory factor analysis, the 25 items in the four-factor structure were validated (χ2 /df ≤ 3, RMSEA ≤ 10). The hypothesis-testing construct validity of K-ISS against FPI (r = .58~.71, p < .001) and FQI (r = - .49~- .65, p < .001) was tested and found to be significant. The internal consistency reliability of the K-ISS, assessed using Cronbach's α, was .97. Conclusion: The K-ISS has satisfactory construct validity and reliability; therefore, it can help minimize the negative impact of stigma by measuring the stigma associated with women experiencing infertility.

The research of new algorithm to improve prediction accuracy of recommender system in electronic commercey

  • Kim, Sun-Ok
    • Journal of the Korean Data and Information Science Society
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    • 제21권1호
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    • pp.185-194
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    • 2010
  • In recommender systems which are used widely at e-commerce, collaborative filtering needs the information of user-ratings and neighbor user-ratings. These are an important value for recommendation in recommender systems. We investigate the in-formation of rating in NBCFA (neighbor Based Collaborative Filtering Algorithm), we suggest new algorithm that improve prediction accuracy of recommender system. After we analyze relations between two variable and Error Value (EV), we suggest new algorithm and apply it to fitted line. This fitted line uses Least Squares Method (LSM) in Exploratory Data Analysis (EDA). To compute the prediction value of new algorithm, the fitted line is applied to experimental data with fitted function. In order to confirm prediction accuracy of new algorithm, we applied new algorithm to increased sparsity data and total data. As a result of study, the prediction accuracy of recommender system in the new algorithm was more improved than current algorithm.

지리정보를 갖는 통계 데이터의 Visualization

  • 이정진
    • 한국통계학회:학술대회논문집
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    • 한국통계학회 2003년도 추계 학술발표회 논문집
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    • pp.27-29
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    • 2003
  • 정보화시대의 발전과 더불어 우리 일상생활에 친숙하게 다가온 기술 중의 하나가 지리정보시스템(Geographical Information System: GIS)이다. GIS는 공간(지표, 지하, 해양 등)상에 분포하고 있는 정보에 대해 여러 종류의 세밀한 지도를 이용하여 효율적으로 사용자에게 제공하여 관리하는 종합정보기술이다. 통계 데이터 중에는 지리정보를 가지고 있는 경우가 상당히 많다. 하지만 지리정보를 갖는 통계 데이터의 탐색적 자료분석(Exploratory Data Analysis)을 위한 Visualization 기법에 대해서는 별로 연구된 바가 없다. 본 논문에서는 GIS를 위한 벡터맵(vector map)의 간단한 제작방법과 GIS의 개발방법, 그리고 탐색적 자료분석을 위한 Visualization기법을 소개한다.

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