• Title/Summary/Keyword: 다항 로지스틱 분석

Search Result 113, Processing Time 0.021 seconds

Predictors of Latent Class of Longitudinal Medical Expenses of Older People and the Effects on Subjective Health (노인 의료비 변화궤적의 잠재계층 유형: 예측요인과 주관적 건강에 대한 영향)

  • Song, Si Young;Jun, Hey Jung;Choi, Bo Mi
    • 한국노년학
    • /
    • v.39 no.3
    • /
    • pp.467-484
    • /
    • 2019
  • The purpose of this study is to explore latent classes of longitudinal medical expenses of older people and to analyze its predictors and its effects on subjective health. Among participants of the Korean Health Panel, the sample of this study includes 1,119 people who is 65-year-old or older and reported their medical expenses for nine consecutive years. The analyses were conducted in three steps. First, Growth Mixture Model (GMM) was applied to find distinct subgroups showing similar patterns in medical expenses. The results showed four groups which were classified as high medical expenditure maintenance group, medical expenditure increase group, low medical expenditure maintenance group, and medical expenditure reduction group. Second, the multinominal logistic regression found that the presence of spouse, economic participation, the number of chronic diseases, and the type of health insurance were significant predictors of latent classes in medical expenses. In particular, the greater the number of chronic diseases, the higher the likelihood of belonging to the high medical expenditure maintenance group. In addition, medical benefit recipients are more likely to belong to the low medical cost maintenance and medical cost reduction groups. Third, multiple regression analysis revealed that the older people in the groups with low or reducing expenses reported better subjective health than people with higher expenses. This study has its meanings in exploring the heterogeneity in longitudinal medical expenses among older people and its predictors and its associations with health outcome. The results of this research provide background information in establishing public health policy for older people.

Daily Smoking Girls' Tobacco Use, Health Behaviors and Family Factors : Analysis of 2015 Korean Youth Risk Behavior Web-based Survey (매일 흡연하는 여고생의 흡연양상, 건강행태 및 가족특성 : 청소년건강행태온라인조사 활용을 통한 융복합 연구)

  • Lee, Youngjin
    • Journal of Digital Convergence
    • /
    • v.14 no.5
    • /
    • pp.377-384
    • /
    • 2016
  • This study aimed to examine the difference of tobacco use, health behaviors and family factors according to the daily tobacco use among female adolescents in South Korea using cross-sectional national data. The study used raw data from the 11th Korean Youth Risk Behavior Web-Based Survey that was performed in 2015. Data of a total of 2,006 female students in high school were analyzed using SPSS/WIN 23. Of the girl 27.5% in high school reported current smoker. Approximately 19.2% of the participants were classified as a daily smoker group. In the multinomial logistic analysis, factors associated with daily smoking were mother's smoking habit, facilities of residence, subjective academic achievement and subjective economic status. In order to develop health promotion strategy and education programs, it is expected to consider factors found relevant in this study.

An Estimation of the Spatial Development Patterns based on the Characteristic City Indicators - The Case of Gangnam District - (도시특성지표 기반 공간개발 패턴 추정에 관한 연구 - 강남지역을 대상으로 -)

  • Jang, Seongman;Yi, Changhyo
    • Spatial Information Research
    • /
    • v.23 no.3
    • /
    • pp.23-33
    • /
    • 2015
  • Most data used for urban planning is aggregated by administrative district. Thus, a fundamental limit to analysing the changes of micro-geographical units exists. The object of this study is to estimate spatial development patterns based on characteristic city indicators. Gangnam, an area that was analysed, was divided into hexagon polygons. The development density and characteristic city indicators were input into each polygon. Moreover, this study analysed the influence of characteristic city indicators on development density using multinomial regression analysis. According to the results, distance between a polygon and both a road and a bus stop led to a decrease of development density in the polygon. However, distance between a polygon and a river led to an increase of development intensity. The method of this analysis and the results can be used to disaggregate the zonal data in the urban planing area.

A Relation between the Housing Tenure Choices and Residential Environments & Housing Consciousness - Focused on Newlyweds in the Seoul Metropolitan Region - (점유형태 선택과 주거환경 및 주거의식의 관련성 분석 - 수도권 신혼부부 가구를 대상으로 -)

  • Yi, Changhyo;Jang, Seongman
    • Journal of the Korean Regional Science Association
    • /
    • v.32 no.2
    • /
    • pp.31-44
    • /
    • 2016
  • The purpose of this study is to explore empirically the effects of the residential environments and housing consciousness on the housing tenure choice of newlyweds in the Seoul metropolitan region. Regarding the results of the empirical analysis, firstly, not only the household's attributes and housing characteristics but also the residential environments and housing consciousness were significant factors on housing tenure choice. Secondly, as a household considers worse housing quality and better environmental quality surrounding the housing, the household chose Cheonsei housing more often than owner-occupied housing. On the other hand, as a household reviews only better living condition, the selection probability of monthly rent was higher. Thirdly, as a household regards that the housing investment value was more important, the choice probability of owner-occupied housing was higher than that of other tenure types.

How Consumers Perceive Online Behavioral Advertising: Consumer Typology and Determining Factors (온라인 맞춤형 광고 인식에 따른 소비자유형 연구: 효용과 비용을 중심으로)

  • Lee, Jin-Myong;Rha, Jong-Youn
    • Journal of Digital Convergence
    • /
    • v.13 no.9
    • /
    • pp.105-114
    • /
    • 2015
  • This study aims 1) to identify distinctive consumer groups according to their perception of benefits and costs of Online Behavioral Advertising(OBA), 2) to explore differences among them, and 3) to investigate antecedent variables that affect the consumers' perception of OBA. Online survey data collected from 1,000 online users. The findings of this study are as follows. First, the result of cluster analysis identified four distinctive consumer groups according to the levels of perceived benefits and costs of OBA: 'Indifferent group', 'cost-centered group', 'benefit-centered group', and 'Benefit-cost balanced group'. Second, four consumer groups showed differences in their demographics, advertising related variables, privacy related variables, and technology related variables. Third, according to multinomial logistic analysis, it was found that there were different factors affecting consumers' perception of benefits and costs of OBA.

Prediction Performance of Naming Tests for Differentiating Mild Cognitive Impairment and Mild Dementia (경도인지장애와 경도 치매의 감별을 위한 대면 이름대기와 범주 이름대기의 예측 성능 비교)

  • Byeon, Haewon
    • Journal of the Korea Convergence Society
    • /
    • v.11 no.5
    • /
    • pp.153-158
    • /
    • 2020
  • The present study identify the predictive power of confrontational naming and generative naming as screening tests for normal and early cognitive impairment. The subjects were analyzed for 203 healthy elderly, 106 mild cognitive impairment (MCI), 31 mild dementia. The confrontational naming was measured by the short-term Korean Boston Name Waiting Test, and the generative naming was measured by the Control Associative Word Test. As a result of polynomial logistic regression, both confrontational naming and generative naming had a significant effect on discriminating cognitive impairment (MCI, mild dementia) in general elderly (p<0.05). On the other hand, when distinguishing mild dementia from mild cognitive impairment, the generative naming-phonetic test had no significant odds ratio. The results of this study suggest that when discriminating mild dementia in mild cognitive impairment group, it is not meaningful to look only at the total score of generative naming test.

An Exploratory Study on International Undergraduate Students' Satisfaction with Life of Studying Abroad -Focusing on Multidimensional Approach- (외국인 학부 유학생의 유학생활만족에 관한 탐색적 연구 -다차원적 접근을 중심으로-)

  • Hwang, Dongjin
    • The Journal of the Korea Contents Association
    • /
    • v.21 no.6
    • /
    • pp.415-424
    • /
    • 2021
  • The life of studying abroad includes not only school life, but also various areas such as economy, social relationship, and culture, so the level of satisfaction in each area could be differently shown in each individual. Based on this critical mind, this study aims to analyze the satisfaction with life of studying abroad in the multidimensional perspective. To analyze this, a latent class analysis was applied to identify subgroups, and a multinomial logistic regression model was applied to verify factors influencing group classification. The results of the analysis could be summarized into two. First, there were sub-groups showing different satisfaction with life of studying abroad. The sub-groups showed different levels of satisfaction in five areas such as housing, economy, social relationship, study, and culture, which were not discerned in single dimension. Second, the classification of group was complexly influenced by academic factor, psychological/emotional factor, and environmental factor. Especially, the predictive factor had different influences on each sub-factor. Based on such results of this study, this study aims to seek for the practical and policy-level suggestions for improving foreign students' satisfaction with life of studying abroad.

A Exploratory Study on Multiple Trajectories of Life Satisfaction During Retirement Transition: Applied Latent Class Growth Analysis (은퇴 전후 생활만족도의 다중 변화궤적에 관한 탐색적 연구: 잠재집단성장모형을 중심으로)

  • Kang, Eun-Na
    • Korean Journal of Social Welfare Studies
    • /
    • v.44 no.3
    • /
    • pp.85-112
    • /
    • 2013
  • This study aims to understand the developmental trajectories of life satisfaction among retirees and to examine what factors differentiate different trajectory classes. This study used three waves of longitudinal data from Korean Retirement and Income Study and data collected every two years(2005, 2007, and 2009). Subjects were respondents aged 50-69 who identified to be retired between wave 1 and wave 2. Finally, this study used 243 respondents for final data analysis. Life satisfaction was measured by seven items. The latent class growth model and multiple logistic regression model were used for data analysis. This study identified three distinct trajectory classes: high stable class(47.7%), high at the early stage but decreased class(42.8%), and low at the early stage and then decreased class(9.5%). This study founded that approximately 50% of the retirees experienced the decline of life satisfaction after retirement and about 10% of the sample was the most vulnerable group. This study analyzed what factors make different among the distinct trajectory groups. As a results, retirees who experienced the improvement in health change were more likely to be in 'high stable class' compared to 'hight at the early stage but decreased class'. In addition, retirees who were less educated, maintained the same health status rather than the improvement, worked as a temporary or a day laborer, and had less household income were more likely to belong to 'low at the early stage and then decreased class' relative to 'high stable class'. This study suggests that there are distinct three trajectories on life satisfaction among the retirees and finds out factors differentiating between trajectory groups. Based on these findings, the study discusses the implications for social work practice and further study.

The Impact of Parental Style, Parent-Adolescent Communication on Parent's Perception Types of Online Game (부모의 양육태도, 부모-자녀 간 의사소통 방식이 온라인 게임에 대한 부모의 인식에 미치는 영향)

  • Kim, Jee Yeon;Doh, Young Yim
    • Journal of Korea Game Society
    • /
    • v.15 no.6
    • /
    • pp.65-76
    • /
    • 2015
  • This study attempts to investigate the parent's perception types of online game and their related factors. The data was collected through the online survey from 485 parents. As a result, the parent's perception types of online game were classified as 4 types. Each perception type shows differences in an attitude and reaction to online game and gender. Next, this study employed a multinomial logistic regression model to examine variables influencing the parent's perception types of online game. The result shows that parent's gender, controlling parental style, and problematic communication have statistically significant effects on the parent's perception types of online game. This study holds its significance in considering the game use of children in the context of parent-child relationship by exploring the parent's perception of online game and its influencing variables.

Comparison of Predictive Performance between Verbal and Visuospatial Memory for Differentiating Normal Elderly from Mild Cognitive Impairment (정상 노인과 경도인지장애의 감별을 위한 언어 기억과 시공간 기억 검사의 예측 성능 비교)

  • Byeon, Haewon
    • Journal of the Korea Convergence Society
    • /
    • v.11 no.6
    • /
    • pp.203-208
    • /
    • 2020
  • This study examined whether Mild Cognitive Impairment (MCI) is related to the reduction of specific memory among linguistic memory and visuospatial memory, and to identify the most predictive index for discriminating MCI from normal elderly. The subjects were analyzed for 189 elderly (103 healthy elderly, 86 MCI). The verbal memory was used by the Seoul Verbal Learning Test. visuospatial memory was measured using the Rey Complex Figure Test. As a result of multiple logistic regression, verbal memory and visuospatial memory showed significant predictive performance in discriminating MCI from normal elderly. On the other hand, when all the confounding variables were corrected, including the results of each memory test, the predictive power was significant in distinguishing MCI from normal aging only in the immediate recall of verbal memory, and the predictive power was not significant in the immediate recall of visuospatial memory. This result suggests that delayed recall of visuospatial memory and immediate recall of verbal memory are the best combinations to discriminate memory ability of MCI.