• Title/Summary/Keyword: Multiple factor analysis

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Statistical Homogeneity Tests and Multiple Comparison Analysis for Response Characteristics between Treatments of Bridge Groups (교량 집단의 특성 수준간 통계적 응답 동질성 검정 및 다중 비교 분석)

  • Hwang, Jin-Ha;Kim, Ju-Han;An, Seoung-Su
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.18 no.4
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    • pp.107-117
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    • 2014
  • This study tests homogeneity and performs multiple comparison analysis among treatment levels of each factor group through t-test by materials and analysis of variance by structural type and service period. For that descriptive statistical analysis is performed for static and dynamic response characteristics and their ratios of calculated versus measured values based on a good many safety assessment reports for bridges. Homogeneity and post hoc test based on descriptive statistical analysis provide the measures for homogeneity identification among comparison groups in addition to the statistical reference values such as central tendency, variation and shape. This study is expected to be valuable for structural integrity assessment and design by comparing the measured and calculated values with the reference values for the homogeneous group identified, which can help the engineers review the adequacy of the values and put the group database to practical use.

Visual Impact Factor and Preference Image of Urban Stream Landscape (도시 소하천 경관의 시각적 선호 이미지와 영향요인)

  • Kim, Dae-Hyun;Kim, Dae-Soo
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.2 no.4
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    • pp.9-15
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    • 1999
  • The purpose of this study was to investigate factors and variables which have significant effects on visual preference of urban stream in Taejon city and to suggest design & management information for urban stream. These works consist of two phases. First, we tested the Hyechon college students' visual preference for 36 spots of urban stream slide and then selected 10 spots slide by the Sturges' formula. Second, we analyzed factors and variables of visual preference of urban stream using the semantic differential scale method and then processed using descriptive analysis, factor analysis and multiple linear regression analysis. The major findings of this study can be summarized as follows. 1. The difference of landscape adjectives between the highest score of visual preference slide (No.10) and the lowest score of visual preference slide (No.2) was cleanness. 2. Three factors, the nature, the cleanness and the movement, were derived from the factor analysis. 3. Factors covering the visual preference of urban stream have been found to be the landscape of urban stream, the nature, the cleanness, and the movement. The visual preference factors of urban stream need to be considered in creating or restoring the ecological urban stream landscape.

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Korean Parents' Child Rearing Attitudes Perceived by their Children: The Influence of Demographic Variables (자녀가 지각한 부모의 양육태도 및 이에 영향을 주는 요인)

  • LEE, Sook;PARK, Seong Yeon
    • Korean Journal of Child Studies
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    • v.9 no.2
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    • pp.61-94
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    • 1988
  • The purpose of this study was to investigate the several types of Korean parent's child rearing attitudes perceived by their children and the related variables. The study included the development of a "Children's Report of Korean Parent's Behavior Inventory"(CKPBI). Subjects were 1722 5th and 6th grade elementary school children from 5 urban cities in Korea. CKPBI and a Home Environment Questionnaire were used to gather data for the study. Stepwise multiple regression analysis, cross-tabulation analysis, Pearson correlation analysis, and factor analysis were conducted for the purpose of the study. A CKPBI which consists of 46 items for father's and 48 items for mother's was found as both a valid and reliable instrument for measuring the child rearing attitudes of Korean parents. A factor analysis resulted in identifying two factors both for mothers and fathers; they were the "Warmth factor" and "Rejection-Authority factor". Eight types of child rearing attitudes were found for Korean parents. The SES of family significantly predicted Korean parent's child rearing attitudes. The SES of the family, and sex of the child determined variations in Korean parents' child rearing attitudes. Maternal religion had a significant correlation with both boys' and girls' perceptions of parental attitudes. The results of this study indicate high inconsistency within each parent and high consistency between both parents.

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A Time Domain Modal Parameter Estimation Method for Multiple Input-Output Systems (시간영역에서의 다중 입력-출력시스템의 모드매개변수 추정방법)

  • 이건명
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.18 no.8
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    • pp.1997-2004
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    • 1994
  • A model analysis method has been developed in the paper. The method estimates the modal parameters of multiple input-output systems, assesses their quality, and seperates structural modes form computation ones. The modal parameter extraction algorithm is the least squares method with a finite difference model relating input and output time data. The quality of the estimated system model can be assessed in narrow frequency bands by comparing the measured and model predicted responses in time domain with the aid of digital filters. Structural modes can be effectively separated from computational ones using the convergence factor which represents the pole convergence rate. The modal analysis method has been applied to simulated and experimental vibration data to evaluate its utility and limitations.

Risk assessment for clinical attachment loss of periodontal tissue in Korean adults

  • Rheu, Gun-Bak;Ji, Suk;Ryu, Jae-Jun;Lee, Jung-Bok;Shin, Chol;Lee, Jeong-Yol;Huh, Jung-Bo;Shin, Sang-Wan
    • The Journal of Advanced Prosthodontics
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    • v.3 no.1
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    • pp.25-32
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    • 2011
  • PURPOSE. The purpose of this study was to assess the prevalence and extent of clinical attachment loss of periodontal tissue and to find out variables related to clinical attachment loss (CAL) in Korean adults older than 40 years of age. MATERIALS AND METHODS. Data were collected from 2,519 subjects who were part of a cohort study conducted in Ansan city by Korea University Medical School for Korean Genome project. Age, sex, smoking, drinking, fast glucose, blood pressure, obesity and total cholesterol levels were examined. The oral examination included probing pocket depth, gingival recession and CAL of Ramford's teeth. The severity of periodontitis was classified based on the mean value of CAL. The relationship between each risk factor and the severity of CAL was independently estimated using the chi-square test, the test or one-way ANOVA. Multiple regression analysis was used to determine the significance of each factor in the periodontal disease. RESULTS. The prevalences of clinical attachment between 1 and 3 mm, between 3 and < 5 mm, and ${\geq}$ 5 mm were 80.27%, 16.75% and < 1%, respectively. Although the univariate analysis showed age, gender, smoking, fasting glucose, blood pressure and total cholesterol levels were significantly related to the severity of CAL, multiple regression analysis indicated that age (P < .0001), gender (P < .0001) and smoking (P < .05) were only significantly related. CONCLUSION. Older age, male gender and smoking were significant risk factor for the increase of CAL, and these may be useful indicators of periodontitis high-risk groups.

Effects of Consumer's Ethical Consumption Consciousness and Lifestyle on Sustainable Fashion (윤리적 소비의식 및 라이프 스타일이 지속가능패션 제품의 소비에 미치는 영향)

  • Chung, Misil
    • The Korean Fashion and Textile Research Journal
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    • v.19 no.4
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    • pp.421-433
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    • 2017
  • The purpose of this study was to examine the influence of consumer's ethical consumption consciousness and lifestyle on sustainable fashion. The data was analyzed by reliability analysis, factor analysis, cluster analysis, one-way ANOVA, Duncan's multiple range test, and multiple regression. The major results of this study were as follows. First, three factors of sustainable fashion were identified: eco-friendliness, recycling, and safety. Second, three factors of ethical consumption consciousness were identified: social ethics, environmental ethics, and public ethics. Based on these factors, the subjects were categorized into three clusters (high, middle, and low ethical consumption consciousness group). Third, four factors of life style were identified: pursuit of brand, appearance, cautiousness, and information. Based on these four factors, the subjects were categorized into three clusters (brand/appearance, cautiousness/information, and unconcerned group). Fourth, three factors of ethical consumption consciousness significantly influenced eco-friendliness factor of sustainable fashion. Also, the recycling factor of sustainable fashion was influenced by social ethics, environmental ethics, pursuit of brand, and pursuit of information. The safety factor of sustainable fashion was influenced by environmental ethics, public ethics, and pursuit of information. The results of this study suggest that practical and various environmental education need to be provided to consumers, because high environmental ethical consciousness consumers evaluated sustainable fashion positively. Additionally, accurate information on eco-friendliness, recycling, and safety of clothing products would need to be provided by fashion businesses through various routes, because those with information-pursuing lifestyle were found to have deep interests in sustainable fashion.

Multimodal Sentiment Analysis for Investigating User Satisfaction

  • Hwang, Gyo Yeob;Song, Zi Han;Park, Byung Kwon
    • The Journal of Information Systems
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    • v.32 no.3
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    • pp.1-17
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    • 2023
  • Purpose The proliferation of data on the internet has created a need for innovative methods to analyze user satisfaction data. Traditional survey methods are becoming inadequate in dealing with the increasing volume and diversity of data, and new methods using unstructured internet data are being explored. While numerous comment-based user satisfaction studies have been conducted, only a few have explored user satisfaction through video and audio data. Multimodal sentiment analysis, which integrates multiple modalities, has gained attention due to its high accuracy and broad applicability. Design/methodology/approach This study uses multimodal sentiment analysis to analyze user satisfaction of iPhone and Samsung products through online videos. The research reveals that the combination model integrating multiple data sources showed the most superior performance. Findings The findings also indicate that price is a crucial factor influencing user satisfaction, and users tend to exhibit more positive emotions when content with a product's price. The study highlights the importance of considering multiple factors when evaluating user satisfaction and provides valuable insights into the effectiveness of different data sources for sentiment analysis of product reviews.

A Study on the Relationship between Transformational Leadership and Organizational Commitment in Nursing Organization : Focusing on Moderating Effect of Career Characteristics (간호사의 변혁적 리더쉽과 조직몰입간의 경력특성의 조절효과)

  • Kim Myoung Sook;Park Young Bae
    • Journal of Korean Public Health Nursing
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    • v.15 no.1
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    • pp.13-26
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    • 2001
  • Today's health care environment is rapidly changing and nurse administrators' transformational leadership needs to practice in nursing organization to achieve organizational objectives. Transformational leadership is related to the job satisfaction, productivity, and organizational commitment. This study investigated the effect of transformational leadership and carreer characterics on nurses' organizational commitment. The sample for this study consisted of 594 nurse from 8 large Korean hospitals. The factor analysis Cronbach's alpha analysis, Pearson correlation analysis, multiple regression analysis and hierarchical multiple regression analysis were used for the statistical method. The results of this study were found that (1) charisma dimension of transformational leadership has positive influence on nurses' organizational commitment; but another two dimensions (intellectual stimulation and individualized consideration) did not showed significant effect on organizational commitment (2) nurses' career characteristic(age, marital status, education level. work duration, status) moderated the effect of transformational leadership on organizational commitment.

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A Study on the Effect of Transformational Leadership and Personal Characteristics on Job Involvement : Focusing on Nurses in Hospital Organization (간호조직에서 변혁적 리더쉽이 간호사의 직무몰입에 미치는 영향 - 개인특성의 조절효과를 중심으로 -)

  • 김명숙;박영배
    • Journal of Korean Academy of Nursing
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    • v.31 no.4
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    • pp.598-609
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    • 2001
  • Purpose: This study investigated the effect of transformational leadership and individual characteristics on nurses' job involvement. Method: The sample for this study consisted of 594 nurses from 8 large Korean hospitals. The factor analysis was drawn from the Cronbach's alpha analysis, the Pearson correlation analysis, the multiple regression analysis, and the hierarchical multiple regression analysis. Result: This study found that; (1) charisma dimension of transformational leadership has positive influence on job involvement; but intellectual stimulation and individualized consideration did not showed significant effects on job involvement (2) nurse individual characteristics (age, marital status, educational level, tenure, position) moderated the effect of transformational leadership on job involvement. Conclusion : Therefore, to improve job involvement nurses are required to apply the charisma dimension of transformational leadership in hospital organization.

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An analysis of the effects of Japan's nuclear power plant accident on Korean consumers' response to imported food consumption

  • Gim, Uhn-Soon;Baek, Kyung-Mi
    • Korean Journal of Agricultural Science
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    • v.44 no.4
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    • pp.620-635
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    • 2017
  • This study was intended to identify the main factors responsible for the decline in purchase of imported agricultural and fish products after Japan's nuclear power plant accident in 2011 and to compare the effects on imported agricultural produce and imported fish products. Logit model and multiple regression model analyses were performed using consumers' survey data. Psychological and qualitative factors reflecting consumers' food safety awareness and purchasing preferences, which were extracted by Factor analysis, were included as the models' explanatory variables, along with socio-demographic and economic factors. The Logit estimation showed aged, married, and low-income households had significantly higher probability of reducing their purchases of imported agricultural and fish products. However, the multiple regression results pointed out that the actual rate of decrease of imported agricultural and fish products purchases were more significantly affected by non-socio demographic factors such as past experience of purchasing imported agricultural and fish products, future intention to purchasing Japanese agricultural and fish products, and the ratio of imported to domestic agricultural and fish products before the nuclear accident, as well as consumers' feeling of food insecurity and their purchasing preferences. Moreover, the results showed that Korean consumers have reacted more sensitively to the decline in imported fish products than imported agricultural produce after the nuclear accident based on the marginal effects of various socio-demographic and economic factors.