• Title/Summary/Keyword: 다항 회귀분석

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Longitudinal Patterns of Stages of Changes in Smoking Behaviors among Korean Adult Smokers: Applying the Transtheoretical Model of Change (범이론적 모델에 기반을 둔 흡연자의 금연행동 변화단계에 대한 탐색적 연구)

  • Park, Hyunyong;Jun, Jina;Sohn, Sunju
    • Korean Journal of Social Welfare Studies
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    • v.49 no.1
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    • pp.5-28
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    • 2018
  • Smoking is one of the important public health concerns because it is preventable causes regarding individuals' negative health consequences and increased social and economic cost. However, few studies have examined longitudinal patterns of stages of changes(SOC) in smoking behaviors among the general population. The purpose of the study is to explore the latent patterns of SOC over time among Korean adult smokers using the 2008-2016 Korea Welfare Panel Study. A repeated measure latent class analysis is employed in the present study. The finding of the present study are as follows: First, four latent groups were identified: (1) action/maintenance stage(33.6%), (2) contemplation/preparation to action/maintenance stage(14.8%), (3) continuously contemplation/preparation stage(29.6%), and (4) continuously pre-contemplation stage(22.1%). Second, the results of a multinomial logistic regression found that socio-demographic and clinical characteristics were associated with the identified longitudinal patterns of smoking behaviors. Compared to a continuously pre-contemplation stage, higher levels of depressive symptoms and drinking behavior were associated with increased odds of being in action/maintenance stage. The findings of the present study highlight that a tailored intervention is needed for individuals with continuously pre-contemplation stage and contemplation stage.

An Analysis on the Participation Factors of Volunteer Activities for Life Care and Wellness of the Elderly (노인의 라이프케어와 웰니스를 위한 자원봉사활동 참여요인 분석)

  • Kim, Hee-Young
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.3
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    • pp.269-278
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    • 2021
  • This study was inteded to include online social relations and ability use information and communication devices to analyze the elderly's participation in volunteer activities and provide basic data to identify the elderly's participation in volunteer activities. The statistical data of the 2017 National survey of Senior Citizen, only 10,073 people aged 65 or older were sampled out of 10,299 people. The participation rate of volunteering was frequently analyzed, and the difference in participation in volunteer according to the factors was Chi-square analysis and One-way variance analysis. A polynomial regression analysis was conducted to identify the effect factors of participation in volunteering. As a results. 3.9% of older adults are volunteering and 11.5% are experienced in the past. Participation in volunteer activity differed significantly depending on age, education level, economic level, subjective health, body function, ability use information and communication devices, social networks, frequency of face-to-face contact and frequency of non face contact. In the regression analysis, utilization of communication and device, social networking, face to face contact frequency were show to be the effect factors. In order to promote elderly's participation in volunteer activities, consideration of related resources reported in prior studies, social relations, frequency of face-to-face contact and ability to use information and communication devices is considered important.

The Effects of Enterprise Size and Industry on the Employment Rate of People with Disabilities -Focusing on the Enterprises with Disability Employment Obligation That Hire at Least One Person with Disabilities- (기업의 규모와 산업이 장애인 고용률에 미치는 영향 -장애인 1인 이상 의무고용기업체를 중심으로-)

  • Kwon, Keedon;Kim, Hojin
    • Korean Journal of Social Welfare
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    • v.66 no.1
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    • pp.251-276
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    • 2014
  • This study scrutinizes the common sense in the field of disability employment that the bigger the size of a firm, the lower the employment rate of people with disabilities. This common sense has been established by conventional cross-tabulation and multiple regression analyses without taking into account possible interactions between the sizes of firms and the industries in which they operate. This study shows that the distribution of the disability employment rate violates the linearity and homoscedasticity assumptions of the OLS. In an effort to find models that explain the data better, this study fits the OLS model, the weighted linear regression model, and the multinomial logit model as well as the path analysis which is meant to examine the relationships between firm size and other variables relevant to disability employment. The result shows that, when an interaction term between firm size and industry is added to the model, firm size does not have any significant effect on disability employment rate for those firms with 100 or more regular employees, to the contrary of the findings of prior studies. It also demonstrates that other factors such as job setting, the extent of helpfulness of disability employment employers perceive, employers' care for disability, and employers' awareness of disability policies may matter more than does firm size. This study proposes that future research and policy implementation for disability employment should pay no less attention to industry and other factors mentioned above than to firm size.

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The Effect of Social Participation on Cognitive Impairment Degree among Korean Older Adults: Comparative Study between Urban and Rural Area (사회참여활동이 고령자 인지기능 손상 정도에 미치는 영향: 도시와 농촌 간 차이 분석)

  • Kang, Joo Young
    • The Journal of the Korea Contents Association
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    • v.20 no.10
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    • pp.326-337
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    • 2020
  • The purpose of this study is to analyze the effect of social participation types on cognitive impairment degree(normal, mild, severe cognitive function) by urban and rural difference. The research was performed by multinomial logistic regression with the data of elderly 5,668 over 55 years of age from the sixth wave(2016) and the seventh wave(2018) of the Korean Longitudinal Study of Ageing. Results show that social participation reduces the risk of cognitive impairment on both urban and rural older adults regardless of types, but the types of social participation, which are effective to reduce the risk of cognitive impairment, are different between urban and rural area. According to residential area, types of social participation, which are effective to decline the risk of being mild or severe cognitive impairment and the risk of being severe cognitive impairment relative to mild, are different. These findings suggest that, in order to prevent cognitive impairment and reduce the severity, social participation is strongly recommended and appropriate supports are required. This implies policy and intervention efforts considering the urban and rural difference are needed.

Identification of Latent Classes of Adolescent's Health Condition and Verification the effects of Social Capital : Comparison of Intact Families and Single Parent families (청소년 건강에 대한 잠재계층 분류 및 사회자본의 영향 검증 : 양부모가정과 한부모가정의 비교를 통하여)

  • Chun, JeeWon;Kim, Kyoung-A
    • Journal of Digital Convergence
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    • v.16 no.6
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    • pp.385-397
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    • 2018
  • This study used latent class analysis to identify heterogeneous subgroups with respect to health condition among adolescents. We also examined associations between latent classes and verified to determine how the patterns of health condition relate to social capital. This study used data from Korean Survey on the Rights of Children and Youth in 2015, which consists of 6,912 from middle and high school students. The findings are as follows. Latent class analysis revealed a three-class solution. Results indicated that family social capital and school capital significantly verified to the above latent classes all family type. But, community social capital not significantly predicted to the above latent classes only single parent families. Policy implications for improving the health condition of adolescents are discussed.

Korean Fashion Firms' Entry into Foreign Markets: Empirical Analysis of Determinants of their Choice of Foreign Direct Investment Modes (한국 패션기업의 해외시장 진입방식 연구: 해외직접투자 유형의 결정요인 분석을 중심으로)

  • Kim, Hye-Yeong;Ra, Won-Chan
    • Korea Trade Review
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    • v.42 no.1
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    • pp.189-215
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    • 2017
  • This study analyzes the determinants of the choice of foreign direct investment mode by Korean fashion firms in entering into foreign markets. We have established hypotheses regarding their choice among three classical entry modes including a wholly-owned subsidiary, a joint venture and an M&A based on factors such as the investing firm's size, international experience and international strategy type, host market potentials, cultural distance and foreign investment risk. By conducting multiple logistic regression over secondary data on 100 Korean fashion firms, we found that all variables but cultural distance were statistically significant. The results may contribute to advancing international business theory on the fashion industry and developing fashion firms' global strategy.

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Statistical significance test of polynomial regression equation for Huff's quartile method of design rainfall (설계강우량의 Huff 4분위 방법 다항회귀식에 대한 유의성 검정)

  • Park, Jinhee;Lee, Jaejoon;Lee, Sungho
    • Journal of Korea Water Resources Association
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    • v.51 no.3
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    • pp.263-272
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    • 2018
  • For the design of hydraulic structures, the design flood discharge corresponding to a specific frequency is generally used by using the design storm calculated according to the rainfall-runoff relationship. In the past, empirical equations such as rational equations were used to calculate the peak flow rate. However, as the duration of rainfall is prolonged, the outflow patterns are different from the actual events, so the accuracy of the temporal distribution of the probability rainfall becomes important. In the present work, Huff's quartile method is used for the temporal distribution of rainfall, and the third quartile is generally used. The regression equation for Huff's quadratic curve applies a sixth order polynomial equation because of its high accuracy throughout the duration of rainfall. However, in statistical modeling, the regression equation needs to be concise in accordance with the principle of simplicity, and it is necessary to determine the regression coefficient based on the statistical significance level. Therefore, in this study, the statistical significance test for regression equation for temporal distribution of the Huff's quartile method, which is used as the temporal distribution method of design rainfall, is conducted for 69 rainfall observation stations under the jurisdiction of the Korea Meteorological Administration. It is statistically significant that the regression equation of the Huff's quartile method can be considered only up to the 4th order polynomial equation, as the regression coefficient is significant in most of the 69 rainfall observation stations.

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
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    • v.14 no.5
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    • pp.377-384
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    • 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
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    • v.23 no.3
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    • pp.23-33
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    • 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
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    • v.32 no.2
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    • pp.31-44
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    • 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.