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Nonlinear effects of residential and workplace built environment on car dependence
16 references·16 citing·35 second hopsampled
Nonlinear effects of residential and workplace built environment on car dependence (2021)Nonlinear effects of residential and work…Examining non-linear built environment effects on elderly’s walking: A random forest approach (2020)Examining non-linear built en…Exploring the non-linear associations between spatial attributes and walking distance to transit (2019)Exploring the non-linear asso…Applying gradient boosting decision trees to examine non-linear effects of the built environment on driving distance in Oslo (2018)Applying gradient boosting de…Exploring the influence of built environment on travel mode choice considering the mediating effects of car ownership and travel distance (2017)Exploring the influence of bu…Built environmental impacts on commuting mode choice and distance: Evidence from Shanghai (2016)Built environmental impacts o…‘Peak Car’ — Themes and Issues (2013)‘Peak Car’ — Themes and IssuesThe Built Environment and Motor Vehicle Ownership and Use: Evidence from Santiago de Chile (2010)The Built Environment and Mot…Impact of the jobs-housing balance on urban commuting in Beijing in the transformation era (2009)Impact of the jobs-housing ba…Car ownership as a mediating variable in car travel behaviour research using a structural equation modelling approach to identify its dual relationship (2009)Car ownership as a mediating …Role of the built environment on mode choice decisions: additional evidence on the impact of density (2007)Role of the built environment…Modelling car ownership in urban areas: a case study of Hamilton, Canada (2007)Modelling car ownership in ur…A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels (2006)A comprehensive analysis of b…The influence of socioeconomic characteristics, land use and travel time considerations on mode choice for medium- and longer-distance trips (2005)The influence of socioeconomi…Location Efficiency: Neighborhood and Socio-Economic Characteristics Determine Auto Ownership and Use - Studies in Chicago, Los Angeles and San Francisco (2002)Location Efficiency: Neighbor…Built environments and mode choice: toward a normative framework (2002)Built environments and mode c…Impacts of Mixed Use and Density on Utilization of Three Modes of Travel: Single-Occupant Vehicle, Transit, and Walking (1994)Impacts of Mixed Use and Dens…Revisiting built environment and vehicle kilometer traveled: Does car ownership matter? (2025)Revisiting built environment …Investigating nonlinear and spatially heterogeneous impacts of the built environment on urban vitality (2025)Investigating nonlinear and s…Car dependence in research: navigating its contemporary relevance (2025)Car dependence in research: n…Built environment and travel satisfaction revisited: Differences between consonant and dissonant travelers (2025)Built environment and travel …Why do we rely on cars? Car dependence assessment and dimensions from a systematic literature review (2024)Why do we rely on cars? Car d…Which matters to commuting-related CO2 emissions? Parking, population suburbanization, or employment decentralization? (2024)Which matters to commuting-re…Stuck in the driver’s seat: a conceptualisation for understanding car dependence and its determinants (2024)Stuck in the driver’s seat: a…Examining the relationship between car ownership, car use, and exercise: Role of the built environment (2024)Examining the relationship be…Built environment’s nonlinear effects on mode shares around BRT and rail stations (2024)Built environment’s nonlinear…The nonlinear effects of multi-scale built environments on CO2 emissions from commuting (2023)The nonlinear effects of mult…The association between transit accessibility and space-time flexibility of shopping travel: On the moderating role of ICT use (2023)The association between trans…Modeling car dependency and policies towards sustainable mobility: A system dynamics approach (2023)Modeling car dependency and p…Measuring sustainable urban development in residential areas of the 20 biggest Finnish cities (2023)Measuring sustainable urban d…The built environment and overweight in Shanghai: Examining differences in urban and rural contexts (2022)The built environment and ove…Nonlinear Relationships between Vehicle Ownership and Household Travel Characteristics and Built Environment Attributes in the US Using the XGBT Algorithm (2022)Nonlinear Relationships betwe…Densification and health in China: A U-shaped association between population density and obesity (2022)Densification and health in C…Discrete Choice Analysis: Theory and Application to Travel Demand. (1987)Discrete choice analysis: Theory and application to travel demand (1988)Travel demand and the 3Ds: Density, diversity, and design (1997)The jobs–housing relationship and commuting in Beijing, China: the legacy of Danwei (2008)A comparative study of machine learning classifiers for modeling travel mode choice (2017)Limited-dependent and qualitative variables in econometrics (1983)Travel and the Built Environment: A Synthesis (2001)How do built-environment factors affect travel behavior? A spatial analysis at different geographic scales (2013)Principles and Practice of Structural Equation Modeling (1998)Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives (1999)When Transport Geography Meets Social Psychology: Toward a Conceptual Model of Travel Behaviour (2010)Principles and Practice of Structural Equation Modeling (2012)Theory of routine mode choice decisions: An operational framework to increase sustainable transportation (2013)Automobile Prices in Market Equilibrium (1995)Environmental correlates of walking and cycling: Findings from the transportation, urban design, and planning literatures (2003)The Practice of Social Research (1989)How the built environment affects physical activity (2002)Accessibility evaluation of land-use and transport strategies: review and research directions (2003)Evaluating the spatial equity of bus rapid transit-based accessibility patterns in a developing country: The case of Cali, Colombia (2012)Human Settlements, Infrastructure and Spatial Planning (2014)Beyond Technology: Demand-Side Solutions for Climate Change Mitigation (2016)Travel and the Built Environment (2010)A geographically and temporally weighted regression model to explore the spatiotemporal influence of built environment on transit ridership (2018)Synergistic effects of the built environment and commuting programs on commute mode choice (2018)Predicting the travel mode choice with interpretable machine learning techniques: A comparative study (2022)Central Places in Southern Germany (1967)Ensemble approach based on bagging, boosting and stacking for short-term prediction in agribusiness time series (2019)To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults (2021)How derived is the demand for travel? Some conceptual and measurement considerations (2001)Model-Dependent Variance Inflation Factor Cutoff Values (2002)Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach (2021)Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree (2021)Time-varying and non-linear associations between metro ridership and the built environment (2022)AN ECOLOGICAL APPROACH TO CREATING ACTIVE LIVING COMMUNITIES (2005)Commuting by Bicycle: An Overview of the Literature (2009)
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References

  • 1994Impacts of Mixed Use and Density on Utilization of Three Modes of Travel: Single-Occupant Vehicle, Transit, and Walking903 cited
  • 2002Built environments and mode choice: toward a normative framework862 cited
  • 2006A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels623 cited
  • 2018Applying gradient boosting decision trees to examine non-linear effects of the built environment on driving distance in Oslo446 cited
  • 2005The influence of socioeconomic characteristics, land use and travel time considerations on mode choice for medium- and longer-distance trips422 cited
  • 2009Car ownership as a mediating variable in car travel behaviour research using a structural equation modelling approach to identify its dual relationship422 cited
  • 2017Exploring the influence of built environment on travel mode choice considering the mediating effects of car ownership and travel distance386 cited
  • 2020Examining non-linear built environment effects on elderly’s walking: A random forest approach352 cited
  • 2007Role of the built environment on mode choice decisions: additional evidence on the impact of density345 cited
  • 2010The Built Environment and Motor Vehicle Ownership and Use: Evidence from Santiago de Chile303 cited
  • 2016Built environmental impacts on commuting mode choice and distance: Evidence from Shanghai294 cited
  • 2002Location Efficiency: Neighborhood and Socio-Economic Characteristics Determine Auto Ownership and Use - Studies in Chicago, Los Angeles and San Francisco

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289 cited
  • 2007Modelling car ownership in urban areas: a case study of Hamilton, Canada276 cited
  • 2009Impact of the jobs-housing balance on urban commuting in Beijing in the transformation era263 cited
  • 2013‘Peak Car’ — Themes and Issues222 cited
  • 2019Exploring the non-linear associations between spatial attributes and walking distance to transit206 cited
  • Cited by

    • 2023The nonlinear effects of multi-scale built environments on CO2 emissions from commuting52 cited
    • 2024Why do we rely on cars? Car dependence assessment and dimensions from a systematic literature review41 cited
    • 2022The built environment and overweight in Shanghai: Examining differences in urban and rural contexts26 cited
    • 2023Modeling car dependency and policies towards sustainable mobility: A system dynamics approach25 cited
    • 2024Built environment’s nonlinear effects on mode shares around BRT and rail stations25 cited
    • 2025Investigating nonlinear and spatially heterogeneous impacts of the built environment on urban vitality22 cited
    • 2022Nonlinear Relationships between Vehicle Ownership and Household Travel Characteristics and Built Environment Attributes in the US Using the XGBT Algorithm22 cited
    • 2022Densification and health in China: A U-shaped association between population density and obesity17 cited
    • 2023The association between transit accessibility and space-time flexibility of shopping travel: On the moderating role of ICT use16 cited
    • 2025Car dependence in research: navigating its contemporary relevance16 cited
    • 2024Examining the relationship between car ownership, car use, and exercise: Role of the built environment13 cited
    • 2024Stuck in the driver’s seat: a conceptualisation for understanding car dependence and its determinants13 cited
    • 2025Built environment and travel satisfaction revisited: Differences between consonant and dissonant travelers13 cited
    • 2024Which matters to commuting-related CO2 emissions? Parking, population suburbanization, or employment decentralization?12 cited
    • 2025Revisiting built environment and vehicle kilometer traveled: Does car ownership matter?12 cited
    • 2023Measuring sustainable urban development in residential areas of the 20 biggest Finnish cities12 cited