• Title/Summary/Keyword: Multi-level regression

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Analysis of Factors in Visual Preference for River Scenery to estimate the Optimal Ratio of Water Surface Width.River Width - With a Focus on the Youngsan and Sumjin Rivers - (적정 수면폭.하천폭비 산정을 위한 하천경관의 시각적 선호요인 분석 - 영산강과 섬진강을 중심으로 -)

  • Yoo, Sang-Wan;Lee, Joo-Heon;Hong, Hyoung-Soon
    • Journal of the Korean Institute of Landscape Architecture
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    • v.35 no.1 s.120
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    • pp.28-35
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    • 2007
  • The purpose of this study is to evaluate the visual preference factors for river scenery, which can vary according to changes in water levels, to estimate the optimal ratio of water surface/river width. Five locations on the Youngsan and Sumjin Rivers were selected as representative samples and field survey data such as channel geometry with water levels were prepared to develop the slide of river scenery, To estimate the level of satisfaction in river scenery, slides of 4 different water levels at each of the representative locations were developed through questionnaire. To analyse the correlation between the visual preference for river scenery and preference factors, a multi regression analysis method was adopted in this study. According to the results of the multi regression analysis, Factor B(Aesthetic factors) have the greatest affect on visual preferences and Factor A(A Feeling of Open space and Physical factors) affect significantly to visual preferences for river scenery. The results of analysis shows that the most preferred W/B ratio varies from 0.5 to 0.7 and this result indicates that many people prefer high levels river flow to maintain a natural and harmonious view of rivers. The results of this study will contribute to the field of river landscape design and river restoration projects in order to maximize the human being's satisfaction as a part of nature.

Factors related to undiagnosed diabetes in Korean adults: a secondary data analysis (한국 성인의 당뇨병 미진단 비율 영향요인: 2차 자료 분석 연구)

  • Bohyun Kim
    • Journal of Korean Biological Nursing Science
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    • v.25 no.4
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    • pp.295-305
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    • 2023
  • Purpose: This study compared health behaviors and health-related clinical characteristics between individuals with normal glucose levels without diabetes and those with undiagnosed diabetes. Factors that were associated with undiagnosed diabetes were identified by sex. Methods: This was an observational study with a cross-sectional design based on data from the eighth Korea National Health and Nutrition Examination Survey, which used a stratified, multi-stage, cluster-sampling design to obtain a nationally representative sample. Multiple logistic regression analysis was employed to compute the odds ratios of health behaviors and clinical characteristics to identify risk factors for undiagnosed diabetes. Results: The overall prevalence of undiagnosed diabetes was 5.2% (weighted %, n = 700, p < .001). Among individuals with undiagnosed diabetes, 58.3% were men. Univariate logistic regression for undiagnosed diabetes identified sex, age, house income, educational level, and triglycerides as influencing factors. In multiple logistic regression by sex, the factors associated with undiagnosed diabetes in men were age, perceived health status, a diagnosis of angina, and triglycerides. Conclusion: Strategies should be targeted to improve health behaviors and clinical characteristics for specific age groups, men in bad perceived health status, women with high systolic blood pressure, and high triglycerides. Moreover, healthcare providers should understand the barriers to health behaviors and health-related quality of life to effectively deliver healthcare services.

The Structural Path Model of Adolescents′ Internet Addiction and Expected Self-Control (청소년의 인터넷 중독현상과 자기통제기대의 구조적 경로모형에 관한 연구)

  • 박재성
    • Korean Journal of Health Education and Promotion
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    • v.21 no.3
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    • pp.1-17
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    • 2004
  • The purpose of this study is to evaluate the roles of expected self-control and expected self-control results in explaining adolescents' Internet addiction. In the study model, expectations of self-control and self-control results directly determine Internet addiction and Internet use time meditates the impacts of expectations of self-control and self-control results on Internet addiction. The study subjects are 1,080 middle and high school students in Busan. Stratified cluster sampling is applied by school type and school year. The response rate is 96%(l,037cases). This study develops the scales of expected self-control and expected self-control results. The scales of Internet addiction are devised by using the concept of functional dependency such as salience, withdrawal symptoms, mood modification, tolerance, relapse, and conflict. For verifying the study model, path analysis and multiple regression models are applied for identifying path significants and evaluating confounding effects of control variables, respectively. Moreover, multi partial F-test is performed for selecting the best regression model. Expected self-control is a significant determinant of Internet addiction and Internet use time that also significantly explains Internet addiction. The total effect of expected self-control towards Internet addiction is -.95. The total effect is comprised with the direct effect (-.71) and the indirect effect(-.24). In this result, the direct effect refers a curative effect since expected self-control directly reduces the level of Internet addiction, and the indirect effect refers a preventive effect because self-control can reduce time of Internet use that is a direct determinant of Internet addiction. In the test of the confounding effects of control variables, there are no confounding effects in the models of multiple regression. It implies a robustness of the study model as regards control variables. In conclusion, improving adolescents' expected self-control can control Internet addiction level. This finding implies that a health promotion program for improving expected self-control can be a cost effective method compared to other approaches.

Exploration Factors Affecting Depression of Immigrant School-Adolescents (중도입국 학교청소년의 우울에 영향을 미치는 요인 탐색)

  • Choi, Eun-Hee;Kim, Kyung-Eun
    • Journal of Digital Convergence
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    • v.16 no.8
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    • pp.27-39
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    • 2018
  • This study explored the influencing factors on the depression of immigrant school-adolescents. It made use of family factors, school factors, and multi-cultural factors to verify the influencing variables of depression in school grade. Data were drawn from the National Survey of Multi-cultural families 2015 and analyzed t-test and chi square test and multiple regression analysis by using SPSS Win 21.0. First, school violence experience was the most important factor on the affecting depression in elementary school students. Multi-cultural family identity was the main cause of depression in middle school students, and school study difficulty in high school students. Second, major variables on the affecting depression in all groups were identified as social discrimination experience. These results implied the differentiated support by ages was asked for the stable settlement of adolescents. Experience of social discrimination was a common factor raising the level of depression in all groups. Therefore, we should be done active intervention in school environment.

Study on abnormal behavior prediction models using flexible multi-level regression (유연성 다중 회귀 모델을 활용한 보행자 이상 행동 예측 모델 연구)

  • Jung, Yu Jin;Yoon, Yong Ik
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.1
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    • pp.1-8
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    • 2016
  • In the recently, violent crime and accidental crime has been generated continuously. Consequently, people anxiety has been heightened. The Closed Circuit Television (CCTV) has been used to ensure the security and evidence for the crimes. However, the video captured from CCTV has being used in the post-processing to apply to the evidence. In this paper, we propose a flexible multi-level models for estimating whether dangerous behavior and the environment and context for pedestrians. The situation analysis builds the knowledge for the pedestrians tracking. Finally, the decision step decides and notifies the threat situation when the behavior observed object is determined to abnormal behavior. Thereby, tracking the behavior of objects in a multi-region, it can be seen that the risk of the object behavior. It can be predicted by the behavior prediction of crime.

Characteristics of Employment and Factors Affecting on the Employment of Elderly with Disabilities -A Comparison of One-Person and Multi-Person Households (장애노인 고용특성 및 취업 영향요인 -1인가구와 다인가구 비교)

  • Park, Ju-Young
    • Journal of Digital Convergence
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    • v.17 no.7
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    • pp.387-393
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    • 2019
  • This study aimed to analyze characteristics of employment and factors affecting of employment of elderly with disabilities. Data were analyzed using chi-square tests, regression analyses according to the Panel Survey of Employment for the Disabled in Korea. Participants were 452 elderly with disabilities. First, The employment group showed significantly mild disorder, higher health status, absent of chronic disorder, licenses, absent of public employment service, married, absent of basic living security recipient, higher level of household income compared to the unemployed group. Second, Factors affecting employment of elderly with disabilities included public employment service, level of household income. And multi-person factors were acceptance of disabilities and one-person factors were basic living security recipient. Base on these results, suggested for obtaining job of elderly with disabilities.

Socio-Demographic Correlates of Participation in Mammography: A Survey among Women Aged between 35-69 in Tehran, Iran

  • Samah, Asnarulkhadi Abu;Ahmadian, Maryam
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.6
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    • pp.2717-2720
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    • 2012
  • Background: The rates of breast cancer have increased over the past two decades, and this raises concern about physical, psychological and social well-being of women with breast cancer. Further, few women really want to do breast cancer screening. We here investigated the socio-demographic correlates of mammography participation among 400 asymptomatic Iranian women aged between 35 and 69. Methods: A cross-sectional survey was conducted at the four outpatient clinics of general hospitals in Tehran during the period from July through October, 2009. Bi-variate analyses and multi-variate binary logistic regression were employed to find the socio-demographic predictors of mammography utilization among participants. Results: The rate of mammography participation was 21.5% and relatively high because of access to general hospital services. More women who had undergone mammography were graduates from university or college, had full-time or part-time employment, were insured whether public or private, reported a positive family history of breast cancer, and were in the middle income level (all P<0.01).The largest number of participating women was in the age range of 41 to 50 years. The results of multivariate logistic regression further showed that education (95%CI: 0.131-0.622), monthly income (95%CI: 0.038-0.945), and family history of breast cancer (95%CI: 1.97-9.28) were significantly associated (all P<0.05) with mammography participation. Conclusions: The most important issue for a successful screening program is participation. Using a random sample, this study found that the potential predictor variables of mammography participation included a higher education level, a middle income level, and a positive family history of breast cancer for Iranian women, after adjusting for all other demographic variables in the model.

An Analysis of Impact on the Quality of Life for Chronic Patients based Big Data (빅데이터 기반 만성질환자의 삶의 질에 미치는 영향분석)

  • Kim, Min-kyoung;Cho, Young-bok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.11
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    • pp.1351-1356
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    • 2019
  • The purpose of this study is to investigate the effect of personal factors and community factors on the quality of life based on the presence of chronic patients based on the Big Data Platform. As a method of study, second data of 2017 community health survey and Statistics Korea by City·Gun·Gu public office were used and a multi-level analysis was conducted after separating EQ-5D index, individual factor and community factor. As a result, men, age, education level, monthly household income, having economic activity, the number of sports infrastructure were positively associated with the quality of life, and subjective health not good, extremely perceived stress were negatively associated with the quality of life. Research will continue to provide a platform independent of hardware that can utilize the cloud and open source for medical big data analysis in the future.

A Study on the Home Management Ability of Mothers and their unmarried Daughters (어머니와 미혼딸의 가정관리능력에 관한 연구)

  • 지금수
    • Journal of the Korean Home Economics Association
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    • v.28 no.4
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    • pp.155-176
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    • 1990
  • The purpose of this study is to investigate the influential factors to home management ability of mothers and their unmarried daughters through researching the relationship of their home management ability. It would provide the basic data for the direction of Home Economics Education. The subjects were 653, from 20 to 30 years of unmarried women and their mothers in Chonbuk province. The questionaire was used to measure their Home Management ability. The measured areas were planing, creativity, consumption management, housework, evaluation, and human relation. The question items were respectively 6 and totally 36. Spss was used for the statistic. Frequency, Percentage, Means, Standard Deviation were used for general understanding. For data analysis, F-test, Pearson Product-moment Correlation, Duncan's Multiple Range Test, Stepwise Multi-regression Analysis were used. Lastly, the research pattern was examined by Path Analysis. The results were as follows. 1. The importnat influential factors to mother's home management ability were their schooling level and their perceived socio-economic status among the general factors(age, shooling level, perceived socio-economic status) and the family atmosphere factors(monthly income, family type). 2. The important influential factors of unmarried daughter's home management ability were the monthly income of their family and the socio-economic status perceived by them, among their mother's general factors, family atmohphere factors, their own general factors(age, schooling level, perceived socio-economics status, occupation, growing place). 3. The influence of mother's home management ability on unmarried daughter's home management ability was much more remarkable than mother's general factors, family atmosphere factors and unmarried daughter's general factors.

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Moderating Effect of Family Support on the Relationship between Parenting Stress on Depression of Immigrant Women

  • Park, Ok-Im;Moon, Hee
    • Women's Health Nursing
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    • v.17 no.5
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    • pp.447-453
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    • 2011
  • Purpose: The purpose of this research was to identify levels of parenting stress, depression and family support of immigrant women and to investigate the moderating effect of family support on the relationship between parenting stress and depression of immigrant women. Methods: The research was carried out with 86 immigrant women who were registered in multi-cultural support centers and receiving education in three cities South Jeolla Province. Data were collected using structured questionnaires and analyzed using descriptive statistics, correlation analysis and hierarchical regression analysis with SPSS/WIN 17.0. Results: The level of parenting stress perceived by the immigrant women was moderate and the level of depression was slightly high. The level of family support as perceived by the wives was slightly high as well. There was a positive correlation between depression and parenting stress but no correlation with family support. Effects of parenting stress on depression were moderated by family support. Conclusion: Results indicate that family support provided to immigrant women moderated effects of parenting stress on depression. Accordingly, as family support is critical to immigrant women, education and other programs need to be provided to promote understanding of family support as a help for immigrant women.