[HTML][HTML] Car Ownership Behavior Model Considering Nonlinear Impacts of Multi-Scale Built Environment Characteristics

L Wu, X Yuan, C Yin, M Yang, H Ouyang - Sustainability, 2023 - mdpi.com
To explore the nonlinear influence of a multi-scale built environment on residents' car
ownership behavior, combined with the data set of residents' individual information and …

[HTML][HTML] Exploring the influence of built environment on car ownership and use with a spatial multilevel model: A case study of Changchun, China

X Wang, C Shao, C Yin, C Zhuge - International journal of environmental …, 2018 - mdpi.com
Although the impacts of built environment on car ownership and use have been extensively
studied, limited evidence has been offered for the role of spatial effects in influencing the …

[HTML][HTML] Nonlinear effects of community built environment on car usage behavior: a machine learning approach

K Liu, J Chen, R Li, T Peng, K Ji, Y Gao - Sustainability, 2022 - mdpi.com
This study aims to guide the community life circle to create a green, travel-supportive built
environment. It quantitatively analyzes the variations in car usage behavior based on the …

Exploring influences of built environment on car ownership based on a machine learning method

W Xiao-quan, S Chun-fu, G Ling… - Journal of Transportation …, 2020 - tseit.org.cn
To analyze the car ownership behaviors, a gradient boosting decision tree (GBDT) method
is employed to explore the effect sizes of residential and workplace built environments on …

Nonlinear effects of residential and workplace built environment on car dependence

X Wang, C Yin, J Zhang, C Shao, S Wang - Journal of Transport Geography, 2021 - Elsevier
The relationships between the built environment (BE) and car dependence have been
thoroughly evaluated, with a primary focus on the residential BE; however, the effects of the …

Joint analysis of the spatial impacts of built environment on car ownership and travel mode choice

C Ding, Y Wang, T Tang, S Mishra, C Liu - Transportation research part D …, 2018 - Elsevier
Concerns over transportation energy consumption and emissions have prompted more
studies into the impacts of built environment on driving-related behavior, especially on car …

Disentangling the effects of the built environment on car ownership: A multi-level analysis of Chinese cities

C Yin, B Sun - Cities, 2018 - Elsevier
Reducing the reliance on car-based transportation is a common goal of academics and
policy makers, one element of which is car-ownership. This paper contributes to our …

[HTML][HTML] Application of Bayesian multilevel models using small and medium size City in China: the case of Changchun

X Wang, C Shao, C Yin, C Zhuge, W Li - Sustainability, 2018 - mdpi.com
Concerns about transportation energy consumption and emissions force urban planners
and policy makers to pay more attention to the effects of car ownership and use on the …

Nonlinear and interaction effects of land use and motorcycles/E-bikes on car ownership

Q Shao, W Zhang, XJ Cao, J Yang - Transportation research part D …, 2022 - Elsevier
Although many studies examine the relationship between the built environment and car
ownership in large cities, few focus on smaller cities in developing countries. Their nonlinear …

[HTML][HTML] Built environment and parking availability: Impacts on car ownership and use

C Yin, C Shao, X Wang - Sustainability, 2018 - mdpi.com
Along with urbanization and economic development, the number of private cars has
increased rapidly in recent years in China, which contributes to concerns about traffic …