• Title/Summary/Keyword: Random Intercept Logit Model

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Impacts of Local Land Use on Individual Modal Choice

  • Yang, Hee Jin
    • Journal of Urban Science
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    • v.9 no.2
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    • pp.63-68
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    • 2020
  • In recent years, the planning of livable communities has emerged as a new paradigm. The concept of livable communities is related to both the spatial balance of working, playing, and living and the promotion of green modes of transportation, such as walking and biking. This study uses a disaggregate travel survey conducted by the Seoul Metropolitan Area in 2006. I applied a multi-level random intercept logit model to estimate the effects of land-use characteristics on the choice of green modes, holding a traveler's socio-demographic characteristics constant. The empirical results show that higher density and more mixed land-use development encourages people to walk and bike even when individuals have the same socio-economic characteristics. This paper demonstrates that land-use planning by itself can play a role in the creation of livable cities and the decline of greenhouse gas production.

The effects of compact city development on public transportation commuting -The cases of 54 medium and small-sized cities in korea (압축도시 개발이 대중교통을 이용한 통근 통행에 미치는 영향 -한국의 54개 중소도시를 대상으로-)

  • Lee, Kyung-Hwan
    • Journal of the Korean Society of Hazard Mitigation
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    • v.10 no.2
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    • pp.55-60
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    • 2010
  • The purpose of this study is to analyze compact city planning indicators that have influence on public transportation commuting of residents in the 54 medium and small-sized cities. In the study, land use and transportation infrastructure of cities and other socio-demographic variables are used as explanatory variables in a causal model. 96,552 subjects from 54 cities in korea are selected as the final sample, and a statistical analysis is carried out by applying Random Intercept Logit Model. Analysis shows that a high level of density and jobs-housing balance in the city results in more public transportation commuting. And higher access to bus and subway station influence commuting, so subway & bus stop are important factors to increase public transportation commuting

Effects of Compact City Development on Residents' Shopping Trips -A Case study of Seoul (압축도시 계획요소가 지역주민들의 쇼핑통행에 미치는 영향 -서울시를 대상으로)

  • Ko, Eunjeong;Lee, Kyunghwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.8
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    • pp.4077-4085
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    • 2013
  • The purpose of this study is to analyze relationships between compact city development and residents' shopping trips in Seoul. Compact city planning factors are classified into land use and traffic environment. The main data source used for this research is 2006 Household Travel Survey data, then a statistic analysis was carried out by applying random intercept logit model. Analysis shows that a high level of residential density increases residents' local shopping. Also, a high level of residential density and land use mix results in more uses of public transportation, bicycle and walking for shopping. Also, more access to public transportation leads to more use of public transportation for shopping. Therefore, compact city development will have a positive impact on activating the use of public transportation, bicycle and walking for shopping.

Characteristics of Urban households that want to move to rural area after retirement. (은퇴 후 귀촌 희망 가구의 사회경제적 특성 및 지역 간 차이 분석)

  • Noh, Seung Chul
    • Journal of the Korean Regional Science Association
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    • v.31 no.2
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    • pp.29-45
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    • 2015
  • Urban household's interest in moving to rural area after retirement have been increasing. Most of them live in rural areal for the sake of pleasant natural environment such as fresh air, clean water. The purpose of the study is to analyse characteristics of them and factors affecting their decision. In 2010, about 27% of urban households wish to migrate to rural area after retirement. The results from the random intercept binary logit model implies that 40~50 age, less high-school graduate and middle-income households are more likely to move. And households are more concerned with residential environment-noise, air, water- than house condition. Also, more people have moved to rural in the region. more households wish to move. It implies that information about urban-to-rural migration and life in rural area affect people's positive attitude to move to rural after their retirement.

Impacts of Neighborhood's Land Use and Transit Accessibility on Residents' Commuting Trips - A Case study of Seoul (근린의 토지이용과 대중교통시설 보행접근성이 통근통행에 미치는 영향 - 서울시를 대상으로)

  • Lee, Kyunghwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.9
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    • pp.4593-4601
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    • 2013
  • The purpose of this study is to analyze neighborhood's land use and transit accessibility affecting residents' commuting trips through a case study of Seoul. The main data source used for this research is 2010 Household Travel Survey data from which 34,071 observations were selected as the final sample. Then a statistic analysis was carried out by applying random intercept logit model. Analysis shows that a high level of residential density, land use mix in neighborhood results in more use of subway for commuting. And higher access to subway station leads to more use of subway. Therefore, a high dense and mixed use development as well as a high accessibility to transit station can contribute to activating the use of public transportation for commuting. Finally, the walking range of subway station affecting transit mode for commuting is estimated at between 432 to 525m.

The Effects of Road Geometry on the Injury Severity of Expressway Traffic Accident Depending on Weather Conditions (도로기하구조가 기상상태에 따라 고속도로 교통사고 심각도에 미치는 영향 분석)

  • Park, Su Jin;Kho, Seung-Young;Park, Ho-Chul
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.18 no.2
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    • pp.12-28
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    • 2019
  • Road geometry is one of the many factors that cause crashes, but the effect on traffic accident depends on weather conditions even under the same road geometry. This study identifies the variables affecting the crash severity by matching the highway accident data and weather data for 14 years from 2001 to 2014. A hierarchical ordered Logit model is used to reflect the effects of road geometry and weather condition interactions on crash severity, as well as the correlation between individual crashes in a region. Among the hierarchical models, we apply a random intercept model including interaction variables between road geometry and weather condition and a random coefficient model including regional weather characteristics as upper-level variables. As a result, it is confirmed that the effects of toll, ramp, downhill slope of 3% or more, and concrete barrier on the crash severity vary depending on weather conditions. It also shows that the combined effects of road geometry and weather conditions may not be linear depending on rainfall or snowfall levels. Finally, we suggest safety improvement measures based on the results of this study, which are expected to reduce the severity of traffic accidents in the future.

Analysis of factors influencing the travel mode choice of bicycle by trip purpose -a case study of Seoul (통행목적별 자전거 통행수단 선택에 영향을 미치는 요인 분석 -서울시를 대상으로)

  • Lee, Kyunghwan;Ko, Eunjeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.12
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    • pp.33-42
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    • 2020
  • This study analyzed the bicycle traffic patterns and identified the influence factors for each traffic purpose using the household traffic conditions survey for Seoul. The results are summarized as follows. First, as a result of surveying the bicycle traffic ratios according to the administrative dongs, there was a difference of 14.2% by region. Second, various personal characteristic variables, such as age, gender, income, occupation, and housing type, affect the bicycle mode choice, and bicycle passage increases when using facilities in residential areas. Third, among the neighborhood environments, the bicycle traffic for commuting purposes appeared to increase more in the areas of higher land use mix and lower crime rates. In addition, the bicycle road density and the inclination of the area commonly affect bicycle travel for commuting, shopping, exercising, and leisure.