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Nonlinear Effects of Community Built Environment on Car Usage Behavior: A Machine Learning Approach
16 references·2 citing·45 second hopsampled
Nonlinear Effects of Community Built Environment on Car Usage Behavior: A Machine Learning Approach (2022)Nonlinear Effects of Community Built Envi…The indirect effect of the built environment on travel mode choice: A focus on recent movers (2021)The indirect effect of the bu…Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach (2021)Non-linear associations betwe…Driving as a commuting travel mode choice of car owners in urban China: Roles of the built environment (2021)Driving as a commuting travel…Nonlinear effect of accessibility on car ownership in Beijing: Pedestrian-scale neighborhood planning (2020)Nonlinear effect of accessibi…Elaborating non-linear associations and synergies of subway access and land uses with urban vitality in Shenzhen (2020)Elaborating non-linear associ…Exploring the non-linear associations between spatial attributes and walking distance to transit (2019)Exploring the non-linear asso…Exploring impacts of the built environment on transit travel: Distance, time and mode choice, for urban villages in Shenzhen, China (2019)Exploring impacts of the buil…Applying gradient boosting decision trees to examine non-linear effects of the built environment on driving distance in Oslo (2018)Applying gradient boosting de…Built environmental impacts on commuting mode choice and distance: Evidence from Shanghai (2016)Built environmental impacts o…Daily travel behaviour in Beijing, China: An analysis of workers' trip chains, and the role of socio-demographics and urban form (2014)Daily travel behaviour in Bei…Travel and the Built Environment (2010)Travel and the Built Environm…Effects of Built Environments on Vehicle Miles Traveled: Evidence from 370 US Urbanized Areas (2010)Effects of Built Environments…Travel behavior and objectively measured urban design variables: Associations for adults traveling to work (2007)Travel behavior and objective…Urban Form and Household Activity‐Travel Behavior (2006)Urban Form and Household Acti…How the built environment affects physical activity (2002)How the built environment aff…Built environments and mode choice: toward a normative framework (2002)Built environments and mode c…Identifying the effect of street network system on activity behaviours near the homes of older adults: An analytical framework integrating transportation, social, and natural attributes (2025)Identifying the effect of str…Integrating built environment and parking policy for car commuting reduction: evidence from Beijing (2023)Integrating built environment…A Pattern Language (1977)Discrete Choice Analysis: Theory and Application to Travel Demand. (1987)Travel demand and the 3Ds: Density, diversity, and design (1997)Neighborhood-Based Differences in Physical Activity: An Environment Scale Evaluation (2003)Relationship between Urban Sprawl and Physical Activity, Obesity, and Morbidity (2003)Built Environment Correlates of Walking (2008)Discrete choice analysis: Theory and application to travel demand (1988)AN ECOLOGICAL APPROACH TO CREATING ACTIVE LIVING COMMUNITIES (2005)Commuting by Bicycle: An Overview of the Literature (2009)Statistical Methods for Meta-Analysis (1988)Introduction to Meta‐Analysis (2009)Role of Built Environments in Physical Activity, Obesity, and Cardiovascular Disease (2012)City planning and population health: a global challenge (2016)Introducing the “15-Minute City”: Sustainability, Resilience and Place Identity in Future Post-Pandemic Cities (2021)Introduction to Meta‐Analysis (2021)Travel and the Built Environment: A Synthesis (2001)Does TOD Need the T? (2013)The influence of urban form on GHG emissions in the U.S. household sector (2014)Exploring the influence of built environment on travel mode choice considering the mediating effects of car ownership and travel distance (2017)Conditional logit analysis of qualitative choice behavior (1972)A micro-analysis of land use and travel in five neighborhoods in the San Francisco Bay Area (1997)Synergistic effects of the built environment and commuting programs on commute mode choice (2018)Discovering the spatio-temporal impacts of built environment on metro ridership using smart card data (2019)Towards a cycling-friendly city: An updated review of the associations between built environment and cycling behaviors (2007–2017) (2019)Central Places in Southern Germany (1967)Ensemble approach based on bagging, boosting and stacking for short-term prediction in agribusiness time series (2019)Examining non-linear built environment effects on elderly’s walking: A random forest approach (2020)To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults (2021)Walking Distances to and from Light-Rail Transit Stations (1996)Size matters: the standard error of regressions in the American Economic Review (2004)Dockless bike-sharing as a feeder mode of metro commute? The role of the feeder-related built environment: Analytical framework and empirical evidence (2020)Nonlinear effects of built environment on intermodal transit trips considering spatial heterogeneity (2021)Understanding cycling distance according to the prediction of the XGBoost and the interpretation of SHAP: A non-linear and interaction effect analysis (2022)Travel Behavior as Function of Accessibility, Land Use Mixing, and Land Use Balance: Evidence from San Francisco Bay Area (1997)A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels (2006)Linking urban transport and land use in developing countries (2013)Comparing urban form influences on travel distance, car ownership, and mode choice (2024)Nonlinear and threshold effects of the built environment, road vehicles and air pollution on urban vitality (2024)The Death and Life of Great American Cities (1962)Approaches to Social Research (1989)The Death and Life of Great American Cities (2015)The impacts of urban vitality and urban density on innovation: Evidence from China's Greater Bay Area (2021)Investigating the spatiotemporal pattern between the built environment and urban vibrancy using big data in Shenzhen, China (2022)COVID-19 effects on property markets: The pandemic decreases the implicit price of metro accessibility (2022)Using machine-learning models to understand nonlinear relationships between land use and travel (2023)
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References

  • 2010Travel and the Built Environment5,396 cited
  • 2002How the built environment affects physical activity1,916 cited
  • 2002Built environments and mode choice: toward a normative framework862 cited
  • 2018Applying gradient boosting decision trees to examine non-linear effects of the built environment on driving distance in Oslo446 cited
  • 2010Effects of Built Environments on Vehicle Miles Traveled: Evidence from 370 US Urbanized Areas353 cited
  • 2016Built environmental impacts on commuting mode choice and distance: Evidence from Shanghai294 cited
  • 2021Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach250 cited
  • 2019Exploring the non-linear associations between spatial attributes and walking distance to transit206 cited
  • 2020Elaborating non-linear associations and synergies of subway access and land uses with urban vitality in Shenzhen199 cited
  • 2020Nonlinear effect of accessibility on car ownership in Beijing: Pedestrian-scale neighborhood planning192 cited
  • 2006Urban Form and Household Activity‐Travel Behavior173 cited
  • 2007Travel behavior and objectively measured urban design variables: Associations for adults traveling to work138 cited
  • 2019Exploring impacts of the built environment on transit travel: Distance, time and mode choice, for urban villages in Shenzhen, China94 cited

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  • 2021The indirect effect of the built environment on travel mode choice: A focus on recent movers84 cited
  • 2014Daily travel behaviour in Beijing, China: An analysis of workers' trip chains, and the role of socio-demographics and urban form79 cited
  • 2021Driving as a commuting travel mode choice of car owners in urban China: Roles of the built environment69 cited
  • Cited by

    • 2023Integrating built environment and parking policy for car commuting reduction: evidence from Beijing9 cited
    • 2025Identifying the effect of street network system on activity behaviours near the homes of older adults: An analytical framework integrating transportation, social, and natural attributes3 cited