• Title/Summary/Keyword: 순서형 로짓 회귀분석

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Imputation for Binary or Ordered Categorical Traits Based on the Bayesian Threshold Model (베이지안 분계점 모형에 의한 순서 범주형 변수의 대체)

  • Lee Seung-Chun
    • The Korean Journal of Applied Statistics
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    • v.18 no.3
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    • pp.597-606
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    • 2005
  • The nonresponse in sample survey causes a problem when it comes time to analyze dataset in public-use files where the user has only complete-data methods available and has limited information about the reasons for nonresponse. Recently imputation for nonresponse is becoming a standard approach for handling nonresponse and various imputation methods have been devised . However, most imputation methods concern with continuous traits while many interesting features are measured by binary or ordered categorical scales in sample survey. In this note. an imputation method for ignorable nonresponse in binary or ordered categorical traits is considered.

SNS 프로필 사진이 대출상환에 미치는 영향: 카카오톡 메신저 사진을 중심으로

  • Jeong, Won-Hun;Ha, Gyu-Su
    • 한국벤처창업학회:학술대회논문집
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    • 2020.11a
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    • pp.127-130
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    • 2020
  • 금융시장 환경이 점차 변화하고 있다. 흔히 지점이라 불리는 오프라인 환경에서 애플리케이션을 이용하거나 웹페이지를 이용하는 온라인 비대면 환경으로 이동함에 따라 기존의 정형 정보를 중심으로 한 소비자 행동 예측 방법보다 더 나은 방법을 모색하기 이르렀다. 이에 따라 주관적 비정형 정보의 중요하게 된 것이다. 본 연구는 비대면 대출시장에서 주관적 비정형 정보의 하나인 SNS 프로필 사진과 대출상환에 영향을 미치는 변인을 파악하는 것을 목표로 한다. SNS 프로필 사진은 자신의 감정이나 상태를 표현하는 도구로 떠오르고 있으며, 이러한 차입자의 SNS 프로필사진을 분석함으로써 정보비대칭의 최소화로, 대출심사를 위한 신용평가에 유의적 요소들을 규명하는데 목적이 있다. 본 연구에서는 대출자들이 차입자에 대한 평가의 중요 고려 요소들을 규명하고 탐색하는데 초점을 맞춰 SNS 대안 신용평가만을 심사기준으로 이용한 대출인 텐스페이스의 AI LOAN 대출자중에서 2020년 2월부터 2020년 2월까지 대출자료를 확보할 예정이다. 이러한 자료 중에서 2020년 12월 30일을 기준으로 상환기일이 도래한 대출상환 자료 중 SNS사진을 순서형 로짓회귀모형을 이용해 분석하고자 한다.

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Determinants of Trust in Local Governments - Focusing on Risk Perception (사회 안전인식에 따른 지방자치단체 신뢰도 영향요인 분석)

  • Lee, Yun Ju;Choi, Yeol
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.4
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    • pp.591-597
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    • 2022
  • As social anxiety is increasing due to the spread of the COVID-19 epidemic, the responses at the level of local governments are also changing depending on the characteristics. We analyzed the factors influencing perceptions of social safety as they relate to the trustworthiness of local governments. Based on a 2020 social survey of 16 cities, counties, and districts in Busan Metropolitan City, the effects of householder characteristics, economic characteristics, local attachment characteristics, and social safety perception characteristics on the reliability of the local government were analyzed through an ordinal logistic regression analysis. It was found that the more vulnerable the class was and the safer the region was, the higher the trust was in the basic local government. In order to respond and preemptively recover damage in natural and social disaster situations, continuous efforts are needed to strengthen the capabilities of basic local governments.

Factors Influencing the Quality of Life of Rural Residents (농어촌 주민의 삶의 질 영향요인)

  • Minsoo Lee;Dongho Shin;Soon-Duck Yoon
    • Journal of Agricultural Extension & Community Development
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    • v.30 no.3
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    • pp.157-170
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    • 2023
  • This study aims to identify factors that affect the quality of life of rural residents. Data were collected from 4,000 rural residents living in rural areas. Raw data was procured from the 'Survey on Rural Well-being in 2022 in Rural Development Administration'. The main results of the ordinal logit regression analysis are as follows. First, in the case of non-farm households, female, immigrants, more educated, more healthy are more likely to be highly perceived quality of life. In the case of full-time farm households, more healthy are more likely to be highly perceived quality of life. In the case of part-time farm households, younger, married, more healthy are more likely to be highly perceived quality of life. Second, for all rural housholds(non-farmers, full-time farmers, and part-time farmers), local amenities and safety also had positive impact on perception of quality of life.

Determinants of the Elder's Life Satisfaction by Gender (성별에 따른 고령자 생활만족도 결정요인)

  • You, Sohyen;Park, Chang-Je
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.11
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    • pp.244-252
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    • 2018
  • The purpose of this study is to empirically analyse determinants of elders' life satisfaction by gender and discuss policy implications for the findings. Data was obtained from the Social Statistics Survey conducted by the Korea National Statistical Office in 2013. From this dataset, 9,456 elders aged 60 and above (4,113 male, 5,343 female) were selected for this study. Results of ordered logit analysis found differences for determinants of elders' life satisfaction by gender. Results of this study can be summarized as follows: First, age has a significant positive effect on only male elders' life satisfaction. Second, education level has a significant positive effect on both male and female elders' life satisfaction. Third, having a spouse has a significant positive effect on only male elders' life satisfaction. Fourth, household income has a significant positive effect on both male and female elders' life satisfaction. Fifth, consumption life satisfaction has a significant positive effect on both male and female elders' life satisfaction. Sixth, house ownership has a significant positive effect on both male and female elders' life satisfaction. Seventh, preparation for aging has a significant positive effect on both male and female elders' life satisfaction. Eighth, each of three types of social support has a significant positive effect on both male and female elders' life satisfaction. Ninth, cohabitation with children has a significant negative effect on both male and female elders' life satisfaction. Tenth, volunteerism has a significant positive effect on only male elders' life satisfaction. Eleventh, social group participation has a significant positive effect on both male and female elders' life satisfaction.

The Factors of Leisure Affecting Happiness of the Elderly by Sex in Korea (성별에 따른 노인의 행복감에 영향을 미치는 여가 요인 연구)

  • Park, Chanje
    • 한국노년학
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    • v.40 no.1
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    • pp.163-178
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    • 2020
  • The purpose of this study is to analyze leisure factors affect happiness of the elderly by sex in Korea and then to discuss implications for the findings. Data of National Leisure Activity Survey conducted by Korea Culture & Tourism Institute in 2016 were used for this study. From this dataset, 891 male elderly and 970 female elderly aged above 65 were selected for this study. Ordered logistic regression model was used by considering the nature of the dependent variable. The results of this study can be summarized as follows. First, choice proportions of leisure activities classified by four type are different by sex of the elderly. Second, among control variables, household income, residential area, joining a club have different significant effect on happiness of the elderly by sex but volunteering have same significant effect on happiness of the elderly by sex. Third, any type of leisure activity have no significant effect on happiness of both the male elderly and the female elderly. Fourth, cost of leisure has significant positive effect on happiness of both the male elderly and the female elderly but has different significance by sex. Fifth, focus on leisure rather than work has very significant positive effect on happiness of both the male elderly and the female elderly. Sixth, leisure life satisfaction has very significant positive effect on happiness of both the male elderly and the female elderly.