• Title/Summary/Keyword: binary-logit analysis

Search Result 52, Processing Time 0.021 seconds

Hurdle Model for Longitudinal Zero-Inflated Count Data Analysis (영과잉 경시적 가산자료 분석을 위한 허들모형)

  • Jin, Iktae;Lee, Keunbaik
    • The Korean Journal of Applied Statistics
    • /
    • v.27 no.6
    • /
    • pp.923-932
    • /
    • 2014
  • The Hurdle model can to analyze zero-inflated count data. This model is a mixed model of the logit model for a binary component and a truncated Poisson model of a truncated count component. We propose a new hurdle model with a general heterogeneous random effects covariance matrix to analyze longitudinal zero-inflated count data using modified Cholesky decomposition. This decomposition factors the random effects covariance matrix into generalized autoregressive parameters and innovation variance. The parameters are modeled using (generalized) linear models and estimated with a Bayesian method. We use these methods to carefully analyze a real dataset.

Demand Analysis of Electric Vehicle by Household Type (전기자동차의 가구유형별 수요에 대한 고찰)

  • Kim, Won Suk;Jung, Hun Young
    • KSCE Journal of Civil and Environmental Engineering Research
    • /
    • v.38 no.6
    • /
    • pp.933-940
    • /
    • 2018
  • The conversion of the internal combustion engine vehicle to the electric vehicle is suggested as a solution to the problem of global climate change and environmental pollution. Accordingly, this study was started to promote the use of electric vehicles. The purpose of this study is to identify the basic background knowledge and current status of electric vehicles in Korea and abroad, and expand from previous understanding on which factors affect ones choice on electric vehicles by considering individual characteristics and context in detail. In the analysis, a set of demand forecasting models were constructed by grouping the respondents based on the household characteristics as well as the vehicle ownership. At the time in need for better understanding of the feasibility of electric vehicles, it is expected that the research can assist the promotion of electric vehicles. In the follow-up study, I would like to continue the research on the activation of electric vehicles.

Analysis of NIMBY Phenomenon in the Surrounding Areas of Seoul Happy Housing : Kangil, Cheonwang, Naegok and Samjeon (서울 행복주택 주변지역의 님비현상 분석 : 강일, 천왕, 내곡, 삼전지역 행복주택 주변거주자 인식조사를 바탕으로)

  • Joo, Heesun
    • Journal of the Architectural Institute of Korea Planning & Design
    • /
    • v.35 no.1
    • /
    • pp.93-98
    • /
    • 2019
  • Recently, the rise in the housing burden on young couples has led to a serious housing poverty among young people. The number of young people who move into public rental housing is very small because the eligibility for public rental housing is determined based on income, the status of housing subscription, and the size of the household. With this background, the government launched a public rental housing program called Happy Housing Project, which gives young people the priority to move in first. However, the program is facing an obstacle due to the opposition of local residents. The purpose of this paper is to examine whether public rental housing can induce the NIMBY syndrome through conducting a literature review, followed by an analysis of NIMBY syndrome around the currently supplied Happy House development areas, and finally analyzing the household characteristics in order to identify which households were prone to the NIMBY syndrome. To confirm the existence of the NIMBY syndrome, this paper comparatively analyzed the two groups using binary logit analysis. The first group consists of households that are against the Happy House policy, and the second group consists of households that are aware of the Happy House development taking place in their neighborhoods, and are against the development. This study considered the households against the Happy House development in their neighborhoods to have NIMBY tendencies, and focused on comparing the households with NIMBY tendencies with those who do not. To confirm whether the residents around the Happy House neighborhoods have NIMBY tendencies, this paper compared the two groups and confirmed that about 4% of the households have NIMBY tendencies. This paper subsequently analyzed the households with NIMBY tendencies, and found them to have a higher number of children, reside in apartments and reside in owned homes. The volume of the 2018 Happy Housing (35,000 households) is three times higher than that of 2017. The present study aims to analyze the tendency of residents who oppose the construction of Happy Housing so as to derive policy implications for the smooth provision of public rental housing.

An Analysis of the Characteristics of Accredited Childcare Centers in Chungbuk Province (충청북도 어린이집의 평가인증에 영향을 미치는 특성 분석)

  • Yoo, Jaeeon
    • Journal of Families and Better Life
    • /
    • v.32 no.5
    • /
    • pp.15-30
    • /
    • 2014
  • This study aims to analyze what factors are associated with child care accreditation in Chungbuk province. This study examined three questions about which factors influence the accreditation of childcare centers: 1) if they passed the accreditation criteria, 2) the total score on the accreditation criteria, and 3) the domain scores for the six domains of environment, management, process, interaction and teaching, health and nutrition, and safety. The characteristics of 1,212 childcare centers, the independent variables, were commit management, type, specialized service, maximum capacity of children, registration ratio, target age groups of children, duration, and city size. The formal expert committee evaluated objective scores for 952 childcare centers. I derived the data for this study from the i-sarang Childcare Information Portal site (http://info.childcare. go.kr/). Frequency, descriptive statistics, binary logit model, and OLS model analysis were used to examine the accreditation and scores by factors of childcare centers. The findings of the present study are as follows. First, about 80% of the 1,212 childcare centers in Chungbuk province were accredited. Second, the accreditation of the child care center was affected by the specialized service, registration ratio, and duration. Finally, the total score of accredited childcare centers was associated with the maximum capacity of children, registration ratio, and duration. The factors of childcare centers influencing sub-area scores were different by environment, interaction and teaching, health and nutrition, and safety. The present study is important because it offers preliminary data identifying accreditation characteristics that can judge problems related to the quality of service of childcare centers and suggest childcare policy implications.

Comparing the Effects of Regional Household Expenditure Burden on Childbirth Intention of Married Women: The Case of Capital and Non-Capital Regions (지역별 가계지출 부담이 기혼여성의 출산 의사에 미치는 영향: 수도권과 비수도권 비교를 중심으로)

  • Lee, Da-Eun;Seo, Wonseok
    • Journal of Cadastre & Land InformatiX
    • /
    • v.51 no.2
    • /
    • pp.151-168
    • /
    • 2021
  • This study compared and analyzed the effect of the burden of household expenditure in the metropolitan and non-metropolitan areas on the intention to childbirth intention to married women using a panel logit model. To this end, this analysis targeted married women aged 25 to 39 who are highly likely to be fertile. The main results are as follows; First of all, it was confirmed that the economic power of spouse can be an important factor in the childbirth intention regardless of region. Second, it was found that the higher the satisfaction of marriage had a positive effect on the childbirth intention, and also higher the value that children must have, the higher the childbirth intention. Third, it was confirmed that the burden of household expenditure is the most important factor in the willingness to childbirth intention, excluding factors such as the number of existing children. In particular, the burden on education spending in both the capital region and non-capital region was found to be a key reason for the decrease in the childbirth intention. Lastly, the burden of household expenditure showed different effects on childbirth intention on depending on the region. Specifically, in the capital region, medical spending and loans had a greater impact, while, in the non-capital region, transportation and communication costs had a greater impact on childbirth intentions. Through the results, this study confirmed the implication that easing the burden on household expenditure is continuously necessary to enhance childbirth, and that discriminatory policy approaches are required depending on the area of residence.

Analyzing Important Factors that Influence Anglers Support for Fishing License -Focused on the Extend Theory of Planned Behavior- (낚시면허제 지지 영향 요인 분석 -확장된 계획 행동이론을 중심으로-)

  • Jang, An-Seong;Oh, Chi-Ok
    • The Journal of Fisheries Business Administration
    • /
    • v.48 no.2
    • /
    • pp.67-82
    • /
    • 2017
  • The study intends to examine the effects of the fishing license system on fisheries resources in order to reduce the adverse effects of recreational fishing, such as fishery resource reduction and environmental pollution. In doing so, the research question of the study is to determine what factors influence anglers' willingness to support fishing licenses. Based on the extended theory of planned behavior, we further included explanatory variables such as recreation specialization and motivations besides anglers' attitudes, norms and self-efficacy towards the environment and proposed six research hypotheses. The data were collected through on-site and online surveys in Gwangju and Cheonnam province and a total of 337 effective questionnaires were collected for data analysis. Three different binary logit models were employed with the dependent variable of anglers'willingness to support fishing licenses to assess the effects of explanatory variables. Study results show that social norms, the level of recreation specialization, motivation factors related to environmental experiences positively affected anglers'willingness to support fishing licenses. However, anglers'consumptive orientation attitudes such as catching big fish, motivation factors related to activity general experience preferences and previous fishing experience had negative effects on the dependent variables. Study results indicate that public outreach and education programs are essential to successfully introduce the fishing license system. Managerial and policy-related implications are further discussed to make recreational fishing a more environment-friendly recreational activity. This study investigated the effects of diverse variables derived from anglers' social-psychological characteristics on their support for fishing licenses and suggest diverse policy-related and managerial implications.

Research on China's Farmland Transfer (중국의 농지유동에 관한 연구)

  • Li, Yinhua;Kim, Hanho
    • International Area Studies Review
    • /
    • v.22 no.1
    • /
    • pp.23-40
    • /
    • 2018
  • In the 2000s, China has been pushing the issue of San-Nong as a national priority. Farmland transfer, one of the solutions to the problem of San-Nong, has grown rapidly over the past decade. Especially, as farmland transfer was promoted, the rural economy developed and the living standards of the farmers improved greatly. However, the rigidity of farmland transfer type, which focuses on Zhuan-Bao method, hinders farmers' willingness to relocate to farmland transfer and ultimately acts as an obstacle in promoting massive farmland transfer. The purpose of this paper is to analyze the determinants of farmland transfer types and farmland transfer prices in Chinese farmers. Based on the results of the analysis, the following implications are suggested. First, farmers should be instructed to farmland transfer in a Ru-Gu manner; Second, the contract period must be long; Third, it is necessary to prepare countermeasures for the farmland transfer by crops; Fourth, Educational programs should be built for the farmers of farmland transfer.

Multivariate Analysis for Clinicians (임상의를 위한 다변량 분석의 실제)

  • Oh, Joo Han;Chung, Seok Won
    • Clinics in Shoulder and Elbow
    • /
    • v.16 no.1
    • /
    • pp.63-72
    • /
    • 2013
  • In medical research, multivariate analysis, especially multiple regression analysis, is used to analyze the influence of multiple variables on the result. Multiple regression analysis should include variables in the model and the problem of multi-collinearity as there are many variables as well as the basic assumption of regression analysis. The multiple regression model is expressed as the coefficient of determination, $R^2$ and the influence of independent variables on result as a regression coefficient, ${\beta}$. Multiple regression analysis can be divided into multiple linear regression analysis, multiple logistic regression analysis, and Cox regression analysis according to the type of dependent variables (continuous variable, categorical variable (binary logit), and state variable, respectively), and the influence of variables on the result is evaluated by regression coefficient${\beta}$, odds ratio, and hazard ratio, respectively. The knowledge of multivariate analysis enables clinicians to analyze the result accurately and to design the further research efficiently.

Disaggregate Demand Forecasting and Estimation of the Optimal Price for VTIS (부가교통정보시스템(VTIS) 이용수요예측 및 적정이용료 산정에 관한 연구)

  • 정헌영;진재업;손태민
    • Journal of Korean Society of Transportation
    • /
    • v.20 no.4
    • /
    • pp.27-38
    • /
    • 2002
  • VTIS(Value-added Traffic Information System), among the sub-systems of ATIS, is an Advanced Traffic System which innovates efficiency and safety. And this system, having marketability and publicness, is very important. Moreover, This system offers definite traffic information according to the demand of specified users. And it is expected to produce additional spread effects because of high participation rate of private sector. However, the VTIS service media are varied and there are varied optimal Prices and payment methods according to each medium. Because of that, there needs the study on these problems or optimal criteria. But because existing studies were devoted to estimate the optimal route, the study toward the optimal price which was considered part of user and service use demand do not exist. Accordingly, we surveyed under imaginary alternative pricing scenarios and forecasted the use demand of VTIS by using Binary Logit model. Also, for the users who answered that they would use VTIS service in survey, we classified their use's behaviors as four categories and estimated the use ratio to each category by using Ordered Probit model. Last, using sensitivity analysis for results form above, we derived the optimal price that is 2800won in monthly. 145won in payment per call. Then, VTIS service use rate is respectively 65%, 75%.

Determinants of Attitude toward the Electronic Wristband System to Tackle the Spread of COVID-19 -Focused on the Interaction between Class and Age- (코로나19 자가격리 안심밴드에 대한 태도 결정 요인 -계층과 연령의 상호작용을 중심으로-)

  • Lee, Jae-Wan
    • The Journal of the Korea Contents Association
    • /
    • v.21 no.6
    • /
    • pp.285-294
    • /
    • 2021
  • This study analyzes the factors that determine the attitude toward the electronic wristband(smartband) to check the position of self-quarantine subjects due to COVID-19. Furthermore, I analyze the interaction of class and age among the factors that determine attitudes toward the electronic wristband. In this study, the attitude toward self-quarantine electronic wristband is analyzed as a binary logit model, focusing on class and age. As a result of the analysis, the middle class significantly agreed with the self-quarantine electronic wristband compared to the lower class, and the older the person, the more in favor. On the other hand, the interaction between the class and the age shows that the age weakens the positive effect on the attitude of the self-quarantine electronic wristband in the middle and upper middle classes. The implication of this study is that it is necessary to push for mandatory electronic wristband in areas with high proportion of high-aged people with positive attitude toward self-quarantine electronic wristband and in the same age group, the approval rate is low, so it is necessary to promote mandatory electronic wristband in areas where the vulnerable class is dense.