• Title/Summary/Keyword: 2차 회귀분석

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A Study on the Longitudinal Trajectories of Use Time and the Related factors for the Children in Community Children Centers (아동의 지역아동센터 이용시간의 종단적 변화유형과 영향요인에 관한 연구)

  • Kim, Dong Ha
    • Korean Journal of Social Welfare Studies
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    • v.49 no.2
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    • pp.159-180
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    • 2018
  • The purpose of this study is to identify the trajectories in the use time of children from community children centers and to examine the predictive factors and developmental factors related to each trajectory. The data were derived from the second stage of the Community Children Center Panel Survey using from the first wave (2014) to the third wave (2016). A total of 606 samples were selected from the forth to sixth grades of elementary school. Latent class growth model was employed to identify the trajectories, and the multinominal logistic regression and the logistic regression analysis were used to examine predictive factors and developmental factors. Main results indicated that three types of trajectory were identified: high using group, low using group, and high initial using-rapid declining group. Sex, parental supervision, and use duration were found to be significant predictors. Regarding developmental factors, children who constantly use the community children centers were more likely to increase academic performance and school adaptation. However, no significant results were found for aggression and delinquent behaviors. Based on these findings, this study have suggested the future direction of the community children center.

The Association between Social Support and the Change in Depressive Symptoms among Baby Boomer (베이비부머의 사회적 지지가 우울감 변화에 미치는 영향)

  • Song, Si Young;Jun, Hey Jung;Joo, Susanna
    • 한국노년학
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    • v.39 no.2
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    • pp.347-362
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    • 2019
  • This study aimed to investigate the association between social support and the change of depressive symptoms and its difference by gender among Korean Baby Boomer. We used the Korean Longitudinal Study of Aging (KLoSA) 5th (in 2014) and 6th waves (in 2016). Samples were Korean Baby Boomer (born 1955 to 1963) who have spouse and children(N = 1,210). Dependent variable was depressive symptoms and independent variables were four social support variables (spousal relationship satisfaction, parent-child relationship satisfaction, frequency of social contact, and number of participation groups). Interaction variables between social support and gender were also included in the model. Hierarchical regression analysis with the lagged dependent variable was performed. Results showed that the higher the satisfaction of spousal relationship and the satisfaction of parent-child relationship, the less the depressive symptoms increased. All interaction variables were not significant. These findings mean that the support from the spouse and the child is helpful in lowering depressive symptoms, and the associations between social support and depressive symptoms are not different by gender among Baby Boomer. It implies that interventions for enhancing family relationships, especially spousal relationship and parent-child relationship, may be useful to reduce depressive symptoms among Korean Baby Boomer.

Analysis of the Transit Ridership Pattern using Transportation Card Data : focusing on Ganghwa (교통카드 데이터를 이용한 대중교통 통행패턴 분석 : 강화군을 중심으로)

  • Lee, Minwoo;Han, Jonghak;Lee, Hyangsook
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.17 no.2
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    • pp.58-72
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    • 2018
  • Ganghwa has met a new development period in land use and infrastructure based on the 4th National Development Planning, however the public transportation system is not systematically operated yet. This paper analyzes the bus trip pattern in Ganghwa using transportation card data during a week. The result indicates that average 7,100 people use buses a day and the most frequent use occurred in Friday. Clear peak-hours between 7 and 8 A.M. and between 4 and 5 P.M. were appeared due to commuting and school trips. According the result of regression analysis, population and the number of hospitals and schools area showed positive relationships with but trips reflecting regional characteristics. The research contributes to providing basic data for constructing an efficient public transportation system in the future.

Verification of the longitudinal relationship between mothers' cultural adaptation patterns, multicultural acceptability of multicultural adolescents, and national identity: Focusing on the mediating effect of the autoregressive cross-lagged model (어머니의 문화적응유형과 다문화청소년의 다문화수용성, 국가정체성 간 종단관계 검증: 자기회귀교차지연모형의 매개효과를 중심으로)

  • Lee, Hyoung-Ha;Yun, Jin-Mi;Han, Ji-Yun
    • Journal of Digital Convergence
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    • v.19 no.10
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    • pp.453-467
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    • 2021
  • In this study, the autoregressive cross-lagged model was applied to verify the longitudinal correlation between the three factors and the pattern of changes over time in the mother's cultural adaptation type, the multicultural acceptability of multicultural adolescents, and national identity. For the study, longitudinal data from the 2nd, 4th, 6th, and 8th years of the MAPS tracked from the 5th grade of elementary school to the 2nd grade of high school were used for analysis. As a result of the analysis, all four types of mother's acculturation were analyzed to have a significant longitudinal effect over time. The four types of mothers' cultural adaptation were analyzed to have a longitudinal mediating effect on the relationship between the national identity of multicultural youth. Based on these analysis results, it is necessary to provide a continuous acculturation support program. In order to have a sense of belonging and solidarity with the country, it was suggested that education to increase multicultural receptivity should be carried out in parallel.

Basic Research on Structural Optimum Design of G/T 250ton Class Double-ended Car-Ferry Ship (G/T 250톤급 양방향 차도선의 차량갑판 구조 최적설계에 관한 기초연구)

  • Kang, Byoung-Mo;Oh, Young-Cheol;Seo, Kwang-Cheol;Bae, Dong-Gyun;Ko, Jae-Yong
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.21 no.6
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    • pp.729-736
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    • 2015
  • In this paper, It was performed to optimize for the deck's structural design of a double ended car ferry ship respect to Goal-Driven Optimization (GDO). It was examined for the strength and deformation of the deck and determined to save economic cost the optimal point. The deck thickness based on the Design of Experiments (DOE) and response surface method was increased to 110%. and can improve the deck's strength and stiffness. By performing the regression analysis respect to the result, we propose the optimal regression model formula as a third degree polynomial regression models. The coefficient of determination $R^2$ was about 0.98 and reliability could be obtained.

A study on analysis of packet amount of Naver's mobile portal (네이버 무선포털의 패킷량 분석에 관한 연구)

  • Ryu, Gui-Yeol
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.3
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    • pp.701-710
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    • 2016
  • The purpose of this paper is to build a model of packet amount of Naver mobile portal. We collected 2004 cases by measuring the sixth per access from September, 2012 to October, 2015. We use regression model with autoregressive errors, in which predictors incorporated into the model were replication, date, time, week, month. It has been found the model which errors follow AR(36), based on AIC and adjusted $R^2$. We found some characteristics from our model as follows. In addition to model building, we also have discussed some meaningful features yielded from the selected model in this paper. Considering the importance of this topic, continuous researches are needed.

바젤2 자산상관계수 계산공식의 현실성 검토: 중소기업 대출 포트폴리오를 대상으로

  • Gwon, Tae-Go;Jeong, Jae-Man;Jo, Tae-Geun
    • 한국산학경영학회:학술대회논문집
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    • 2004.11a
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    • pp.73-100
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    • 2004
  • 본 연구는 기업은행은 1999년${\sim}$2003년 중소기업 대출 자료로 바젤2 자산상관계수 계산공식의 현실성을 검토하였다. 실증분석 결과에 따르면, 자산상관계수는 매출규모와는 양(+)의 관계를, 신용등급과는 음(-)의 관계를 갖는 것으로 나타나 바젤2 계산공식이 상정하고 있는 자산상관계수 패턴이 국내에서도 현실성이 있었다. 이는 자산상관계수가 매출규모와 음(-)의 관계를 보이는 것으로 보고한 Kim-Park(2004)과 상반되는 결과이다. 또한, 바젤2에서는 60억원 이하의 매출규모에 대해서는 60억원으로 간주하고 있지만, 매출규모 60억원 이하에서도 자산상관계수가 매출규모와 양(+)의 관계를 갖는 것으로 나타났다. 바젤2 계산공식에 의해 산출된 자산상관계수는 자료로 추정한 자산상관계수가 비해 1.3배${\sim}$19.2배 높으며, 이러한 차이는 통계적으로 유의할 뿐 만 아니라 경제적으로도 유의하다. 회귀분석 결과에 의하면, 바젤2 자산상관계수의 상향편의는 주로 계산공식에서 절편을 과도하게 높게 설정하였기 때문에 발생한 것으로 나타났으며, 바젤2에서는 매출규모와 자산상관계수간의 관계를 선형으로 설정하였지만, 로그선형이 실제 자료를 더 잘 적합시키는 것으로 나타났다. 이상의 결과로 보건대, 바젤2의 자산상관계수 계산공식은 비교적 현실적으로 고아된어져 있지만, 국내의 실정에 맞게 조정하기 위해서 보다 광범위한 실증분석이 필요한 것으로 판단된다.

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Health Habits and Health Promotion Among Rural Workers in Korea (창원지역 근로자의 생활습관과 건강증진의 관련성 연구)

  • Lee, Myung-Sun
    • Journal of agricultural medicine and community health
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    • v.22 no.2
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    • pp.159-167
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    • 1997
  • 창원지역 산업장 근로자의 생활습관과 건강증진의 관련성을 분석하고자 창원에 위치하는 중공업 근로자 1,374명을 대상으로 1993년 7월 7일-7월 17일까지 10일간 자기기입식 설문조사를 이용하여 조사한 결과 다음과 같은 결론을 얻었다. 1. 연령이 20세 미만이며 근무년수가 2년 미만인 근로자의 건강상태는 연령이 30세 이상이며 근무년수가 긴 근로자에 비하여 양호하지 못하였으며 이 차이는 통계학적으로 유의하였다(p<0.05). 2. 건강과 관련된 생활습관을 4~5가지 또는 6~7가지 실천하고 있는 근로자의 건강상태는 건강과 관련된 좋은 생활습관을 3가지 이하로 실천하고 있는 근로자에 비하여 양호하였고 이 차이는 통계학적으로 유의하였다(p<0.01). 3. 단계별회귀분석 결과에 의하면 건강상태는 좋은 생활습관을 더 많이 형성할수록, 연령이 높을수록, 근무년수가 길수록 건강상태가 양호하였으며 이들 변수도 근로자의 건강상태를 21.11% 설명할 수 있다($R^2$=21.11).

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Operating Budget Management Plan on Electric Energy Consumption of Educational Facilities (교육시설물의 전기에너지 사용량에 따른 운영예산 관리방안)

  • Wang, Ji-Hwan;Jin, Chengquan;Lee, Sanghoon;Hyun, Chang-Taek
    • Korean Journal of Construction Engineering and Management
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    • v.23 no.4
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    • pp.26-35
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    • 2022
  • The 7th education reform in 1997 has led changes in the way buildings were constructed and such changes drove educational facilities to steadily consume more energy every year. Also, these facilities take several years' estimated expenditure as well as the increased unit price of electricity into account when planning their annual operating budget. Such circumstances may adversely affect the establishment of their budget plan since improper allocation of operating costs could take place. To propose educational facilities' operating budget management plan on electrical energy consumption, this study developed a model that help oversee the facilities' consumption of electrical energy. For the model development, the primary core variables related to electrical energy factors from the aspects of surroundings, physics, policy, etc. were derived from taking both literature research and the characteristics of these facilities into account. The secondary core variables were then derived using the correlation analysis. Lastly, the electric energy use prediction model was developed by performing regression analysis based on the derived secondary core variables.

Testing the Auto-regressive Cross-lagged Effects Between Relative Extrinsic Value Orientation and Life-satisfaction (상대적 외적 가치 지향과 삶의 만족 간 자기회귀교차지연 효과 검증)

  • Koo, Jaisun
    • Science of Emotion and Sensibility
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    • v.22 no.4
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    • pp.85-96
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    • 2019
  • The relative extrinsic value orientation (REVO) means the relative importance to extrinsic values (e.g. wealth, fame and social approval) compared with intrinsic values (e.g. affiliation, self-acceptance and personal growth). This study aimed to investigate the causal relation between REVO and life-satisfaction using the auto-regressive cross-lagged modeling. For this purpose, 3rd, 5th, and 7th year data from the Korea Children and Youth Panel Survey (KCYPS) middle school 1st grade panel was analyzed (N = 2,259; 1,140 males and 1,119 females). The results are as follows; Firstly, positive auto-regressive effects of REVO and life-satisfaction were significant. Secondly, REVO was found to have negative and cross-lagged effect on life-satisfaction. However, cross-lagged effect from life-satisfaction to REVO was not significant. Finally, no gender difference was found in this relationship. These results suggest that low life satisfaction does not cause the relative extrinsic value orientation, but high relative extrinsic value orientation may cause low life satisfaction.